From 7008ae84976fe7b5bd3fc0d497b6c67a701ef966 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Sun, 4 Oct 2026 13:54:00 -0700
Subject: [PATCH 01/33] Inline the voice AI diagrams and demo in the WebRTC
 follow-up post

Brings the draft post over from `voice-api` and places the existing
speech-to-text and text-to-speech diagrams inline, plus the voice demo from
`codex/voice-demo-embed`. The demo now uses the shared PUBLIC_API_URL instead
of its own variable.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .env.development                              |   1 +
 src/components/voice-demo.astro               |   5 +
 src/components/voice-demo.tsx                 | 243 ++++++++
 .../blog/webrtc-is-still-the-problem.mdx      | 528 ++++++++++++++++++
 4 files changed, 777 insertions(+)
 create mode 100644 src/components/voice-demo.astro
 create mode 100644 src/components/voice-demo.tsx
 create mode 100644 src/pages/blog/webrtc-is-still-the-problem.mdx

diff --git a/.env.development b/.env.development
index 94e68ca..2897c8e 100644
--- a/.env.development
+++ b/.env.development
@@ -2,3 +2,4 @@ PUBLIC_RELAY_URL="http://localhost:4443"
 PUBLIC_API_URL="http://localhost:3000"
 PUBLIC_PUBLISH_URL="http://localhost:5174"
 PUBLIC_WATCH_URL="http://localhost:5173"
+PUBLIC_TURNSTILE_SITE_KEY="1x00000000000000000000AA"
diff --git a/src/components/voice-demo.astro b/src/components/voice-demo.astro
new file mode 100644
index 0000000..5c17532
--- /dev/null
+++ b/src/components/voice-demo.astro
@@ -0,0 +1,5 @@
+---
+import VoiceDemo from "@/components/voice-demo.tsx";
+---
+
+<VoiceDemo client:only="solid-js" />
diff --git a/src/components/voice-demo.tsx b/src/components/voice-demo.tsx
new file mode 100644
index 0000000..f40ddd5
--- /dev/null
+++ b/src/components/voice-demo.tsx
@@ -0,0 +1,243 @@
+import { Net } from "@moq/publish";
+import "@moq/publish/element";
+import "@moq/publish/support/element";
+import "@moq/watch/element";
+import "@moq/watch/support/element";
+import { createSignal, onCleanup, onMount, Show } from "solid-js";
+
+type Turnstile = {
+	render: (
+		container: HTMLElement,
+		options: {
+			sitekey: string;
+			theme: "dark";
+			size: "flexible";
+			callback: (token: string) => void;
+			"error-callback": () => void;
+			"expired-callback": () => void;
+		},
+	) => string;
+	reset: (widgetId: string) => void;
+	remove: (widgetId: string) => void;
+};
+
+declare global {
+	interface Window {
+		turnstile?: Turnstile;
+	}
+}
+
+type Session = {
+	relayUrl: string;
+	requestBroadcast: string;
+	responseBroadcast: string;
+	publishToken: string;
+	watchToken: string;
+	expiresAt: number;
+};
+
+type Refusal = {
+	error?: string;
+};
+
+const API_URL = import.meta.env.PUBLIC_API_URL;
+const SITE_KEY = import.meta.env.PUBLIC_TURNSTILE_SITE_KEY;
+const TURNSTILE_SCRIPT = "https://challenges.cloudflare.com/turnstile/v0/api.js?render=explicit";
+
+let turnstilePromise: Promise<Turnstile> | undefined;
+
+function loadTurnstile(): Promise<Turnstile> {
+	if (window.turnstile) return Promise.resolve(window.turnstile);
+	if (turnstilePromise) return turnstilePromise;
+
+	turnstilePromise = new Promise((resolve, reject) => {
+		const loaded = () => {
+			if (window.turnstile) resolve(window.turnstile);
+			else reject(new Error("Turnstile loaded without its browser API."));
+		};
+
+		const existing = document.querySelector<HTMLScriptElement>(`script[src="${TURNSTILE_SCRIPT}"]`);
+		if (existing) {
+			existing.addEventListener("load", loaded, { once: true });
+			existing.addEventListener("error", () => reject(new Error("Turnstile failed to load.")), { once: true });
+			return;
+		}
+
+		const script = document.createElement("script");
+		script.src = TURNSTILE_SCRIPT;
+		script.async = true;
+		script.defer = true;
+		script.addEventListener("load", loaded, { once: true });
+		script.addEventListener("error", () => reject(new Error("Turnstile failed to load.")), { once: true });
+		document.head.append(script);
+	});
+
+	return turnstilePromise;
+}
+
+function authenticatedUrl(base: string, token: string): URL {
+	const url = new URL(base);
+	url.searchParams.set("jwt", token);
+	return url;
+}
+
+export default function VoiceDemo() {
+	const [challenge, setChallenge] = createSignal<string>();
+	const [session, setSession] = createSignal<Session>();
+	const [starting, setStarting] = createSignal(false);
+	const [error, setError] = createSignal<string>();
+	let turnstileContainer!: HTMLDivElement;
+	let turnstile: Turnstile | undefined;
+	let widgetId: string | undefined;
+	let expiryTimer: ReturnType<typeof setTimeout> | undefined;
+
+	const resetChallenge = () => {
+		setChallenge(undefined);
+		if (turnstile && widgetId) turnstile.reset(widgetId);
+	};
+
+	const stop = () => {
+		if (expiryTimer) clearTimeout(expiryTimer);
+		expiryTimer = undefined;
+		setSession(undefined);
+		setStarting(false);
+		resetChallenge();
+	};
+
+	const start = async () => {
+		const turnstileToken = challenge();
+		if (!turnstileToken || starting()) return;
+
+		setStarting(true);
+		setError(undefined);
+		try {
+			const response = await fetch(new URL("/voice/sessions", API_URL), {
+				method: "POST",
+				headers: { "Content-Type": "application/json" },
+				body: JSON.stringify({ turnstileToken }),
+			});
+			if (!response.ok) {
+				const refusal = (await response.json().catch(() => ({}))) as Refusal;
+				throw new Error(refusal.error ? refusal.error : `The demo refused this session (${response.status}).`);
+			}
+
+			const admitted = (await response.json()) as Session;
+			setSession(admitted);
+			const remainingMs = Math.max(0, admitted.expiresAt * 1000 - Date.now());
+			expiryTimer = setTimeout(stop, remainingMs);
+		} catch (cause) {
+			setError(cause instanceof Error ? cause.message : "The voice demo could not start.");
+			resetChallenge();
+		} finally {
+			setStarting(false);
+		}
+	};
+
+	onMount(() => {
+		if (!SITE_KEY) return;
+		void loadTurnstile()
+			.then((api) => {
+				turnstile = api;
+				widgetId = api.render(turnstileContainer, {
+					sitekey: SITE_KEY,
+					theme: "dark",
+					size: "flexible",
+					callback: (token) => {
+						setChallenge(token);
+						setError(undefined);
+					},
+					"error-callback": () => setError("The browser challenge failed. Please try again."),
+					"expired-callback": () => setChallenge(undefined),
+				});
+			})
+			.catch((cause) => setError(cause instanceof Error ? cause.message : "Turnstile failed to load."));
+	});
+
+	onCleanup(() => {
+		if (expiryTimer) clearTimeout(expiryTimer);
+		if (turnstile && widgetId) turnstile.remove(widgetId);
+	});
+
+	return (
+		<div class="not-prose my-8 rounded-2xl border border-slate-700 bg-slate-950 p-5 shadow-xl sm:p-6">
+			<div class="mb-5 flex items-start justify-between gap-4">
+				<div>
+					<p class="m-0 text-lg font-bold text-white">Talk to a Voice AI over MoQ</p>
+					<p class="mt-1 mb-0 text-sm text-slate-400">Shared preview capacity. Sessions end after five minutes.</p>
+				</div>
+				<Show when={session()}>
+					<span class="mt-1 inline-flex items-center gap-2 rounded-full bg-green-950 px-3 py-1 text-xs font-semibold text-green-300">
+						<span class="h-2 w-2 animate-pulse rounded-full bg-green-400" /> Live
+					</span>
+				</Show>
+			</div>
+
+			<div class="space-y-4" classList={{ hidden: Boolean(session()) }}>
+				<Show
+					when={SITE_KEY}
+					fallback={
+						<p class="m-0 rounded-lg bg-amber-950 p-3 text-sm text-amber-200">The demo is not configured yet.</p>
+					}
+				>
+					<div ref={turnstileContainer} class="min-h-[65px]" />
+					<button
+						type="button"
+						onClick={start}
+						disabled={!challenge() || starting()}
+						class="rounded-lg bg-green-500 px-5 py-3 font-bold text-slate-950 transition hover:bg-green-400 disabled:cursor-not-allowed disabled:bg-slate-700 disabled:text-slate-400"
+					>
+						{starting() ? "Connecting..." : "Start talking"}
+					</button>
+				</Show>
+				<Show when={error()}>
+					<p role="alert" class="m-0 rounded-lg bg-red-950 p-3 text-sm text-red-200">
+						{error()}
+					</p>
+				</Show>
+				<p class="m-0 text-xs text-slate-500">
+					Your browser will ask for microphone access. Audio is sent to the demo agent, not stored by this page.
+				</p>
+			</div>
+
+			<Show when={session()}>
+				{(active) => {
+					const publishUrl = authenticatedUrl(active().relayUrl, active().publishToken);
+					const watchUrl = authenticatedUrl(active().relayUrl, active().watchToken);
+					return (
+						<div class="space-y-5">
+							<moq-publish
+								class="hidden"
+								prop:url={publishUrl}
+								prop:name={Net.Path.from(active().requestBroadcast)}
+								prop:source="camera"
+								prop:invisible={true}
+								prop:preview="none"
+							/>
+							<moq-watch
+								class="hidden"
+								prop:url={watchUrl}
+								prop:name={Net.Path.from(active().responseBroadcast)}
+								prop:reload={true}
+								prop:volume={1}
+								prop:latency={{ min: Net.Time.Milli(100), max: Net.Time.Milli(30_000) }}
+							/>
+							<p class="m-0 text-base text-slate-200">Speak normally. The agent will answer through your speakers.</p>
+							<button
+								type="button"
+								onClick={stop}
+								class="rounded-lg border border-slate-600 px-5 py-2 font-semibold text-slate-200 transition hover:border-slate-400 hover:text-white"
+							>
+								Stop session
+							</button>
+						</div>
+					);
+				}}
+			</Show>
+
+			<div class="mt-5 space-y-2">
+				<moq-publish-support prop:show="error" />
+				<moq-watch-support prop:show="error" />
+			</div>
+		</div>
+	);
+}
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
new file mode 100644
index 0000000..b475662
--- /dev/null
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -0,0 +1,528 @@
+---
+layout: "@/layouts/global.astro"
+title: "OpenAI still has a WebRTC Problem"
+author: kixelated
+description: Stuff was added, stuff was removed, stuff was changed for no reason at all.
+cover: "/blog/update-00/globe.png"
+date: 2026-07-31
+---
+
+import SpeechToText from "@/components/voice/stt";
+import TextToSpeech from "@/components/voice/tts";
+import VoiceDemo from "@/components/voice-demo.astro";
+
+# OpenAI still has a WebRTC Problem
+On a previous episode, I [flammed OpenAI for using WebRTC](/blog/webrtc-is-the-problem) and it went [viral on Hacker News](https://news.ycombinator.com/item?id=48051951).
+
+**thx**
+
+A huge shoutout to Sean DuBois and Justin Uberti (WebRTC **experts** at OpenAI) for reaching out after my unhinged rant.
+You could have just said `@kixelated ur dumb` but you didn't.
+
+Anyway, my divinely anointed crusade against WebRTC is not over.
+I yearn for a **follow-up**.
+
+## Hot Take Alert
+Let's say you're a professional prompter working on a voice AI product.\
+Let's say you're both making and burning an obscene amount of cash.\
+Let's say one of your users vocalizes: `what is le capital of France?`
+
+If your AI ever replies with:
+> I'm sorry, you broke up, can you repeat that?
+
+**You fucked up**. 
+You picked WebRTC for voice AI.
+
+## I Require Context
+Let's philosophize for a bit.
+Pretend like we still have independent thought.
+
+You boot up your favorite application: Codex™. You click on the microphone and grunt:
+> What is le capital of France?
+
+**OH NO**, suddenly a surprise **kraken attacken**!
+It nibbles on some underwater cable.
+Some of your packets are lost.
+All too common I'm afraid.
+
+Fortunately, **we don't need all of the context**.
+Our brains are designed to work wth incomplete audio and fill in the blanks:
+
+`What ... capital ... France?` is understandable.\
+`.... ... capital ... France?` is decipherable. \
+`What ... ....... ... France?` is **not enough context**.
+
+(what is France?)
+
+WebRTC is designed for conference calls, aka real humans and real voices.
+It takes advantage of this principle and will not retransmit audio packets.
+Just like Leonardo Dicaprio, anything above 30ms is too old.
+
+To understand why, we must first understand **TIME ITSELF**.
+
+## Clocks and Rates
+We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
+Our neurons can only fire so fast.
+We need an IP drip of audio.
+
+WebRTC caters to the flesh.
+It drips out packets at a steady rate.
+It drops our packets at a steady rate.
+
+But **wake up old man**, it's not 2020 any longer.
+The internet is no longer for our flabby lips.
+
+Our robot overlords produce/consume audio based on a **silicon clock rate**.
+We shoved electricity into a rock and now it can read and narrate a library of audio books in minutes.
+What a time to be alive.
+
+Voice agents can **hear and speak** audio faster than real-time.
+Hearing from 5 seconds ago at 20x the speed? No problem.\
+Speaking 30 seconds in advance at 20x the speed? No problem.
+
+**Humans are the problem.**\
+We speak too slowly, so **speech-to-text** has to wait for us.\
+We hear too slowly, so **text-to-speech** has to wait for us.
+
+Those poor robots.
+
+
+## Gotta Go Fast
+Back to grunting: `What is le capital of France?`
+It takes 4 seconds for you to utter *those fateful words*.
+
+**BUT OH NO** another **kraken attacken**!
+The first 1 second of packets are lost.
+Like we established earlier, WebRTC will just give up.
+Your `What`, and thus your context, is lost to the emptiness of the void.
+
+I'm sorry for your ,̶'̶,̶|̶'̶,̶'̶_̶
+
+**But why give up?**
+
+- We have **3 seconds** until the word `Paris` is uttered.
+- We have **3 seconds** to **repair the context** before it is useful.
+- We have **3 seconds** to retransmit literally **6 IP packets**. (Opus @ 64Kb/s)
+
+If we manage to accomplish this **herculean feat**, mr voice AI can process faster than real-time.
+The user will notice zero impact to the latency or quality of the response.
+
+## Enter the Antagonist
+Then why is [OpenAI using WebRTC](https://openai.com/index/delivering-low-latency-voice-ai-at-scale/)?
+
+It seems like a no-brainer.
+WebRTC is the state of the art for real-time, conversational audio.
+And its available in every browser via [libwebrtc](https://webrtc.googlesource.com/src), a C++ monolith maintained by Google.
+
+**WebRTC is the Google Meet client**.
+It is designed specifically for their conferencing product, not their voice AI product, and certainly not your product.
+While there is a [disgusting WebRTC standard](https://webrtchacks.com/sdp-anatomy/), it's kind of irrelevant.
+If you want browser support, the only thing that matters is what **Google has decided to implement**.
+
+And if you don't want browser support, make your own protocol over UDP.
+**Fun Fact**: This is why every other conferencing app recommends a native client.
+Otherwise, they can only reach parity with Google Meet *at best*.
+
+The problem is that Google Meet, and thus `libwebrtc`, and thus WebRTC, is **hard-wired for human latency**.
+It's a fixable problem, but not by you.
+
+## A Better Transport
+So that's your hyper deluxe OpenAI voice AI model, after billions invested, has the audacity to ask: 
+**can you repeat that?**
+
+I could dump on WebRTC for days, but I want to be positive for a change.
+Go read the previous [blog post](/blog/webrtc-is-the-problem) if you want more slander.
+
+In my humble and handsome opinion, **it's time to invest in a better transport**.
+Advanced models can try to fill in the gaps caused by packet loss, **but they shouldn't have to**.
+
+A voice agent should **never** ask the **user** to retransmit a prompt.\
+A voice agent should **instead** ask the **transport** to retransmit a prompt.
+
+
+## Enter The Protagonist
+Oh hey, I created this thing called [Media over QUIC](https://moq.dev).\
+Also known as `em oh queue` or `mock`.
+However you want to prononce it.
+
+It's that better transport btw.
+
+[Pipecat now supports MoQ](https://github.com/pipecat-ai/pipecat/pull/4629)!
+A huge thank you to [Vanessa](https://github.com/vipyne) for putting in the work and putting up with my constant "improvements".
+
+Here's a crude demo with my credit card deets attached. 
+please don't milk me dry.
+
+DEMO
+
+Note that I've only spent like a day of ~work~ prompting on this.
+It took me significantly longer to write this damn blog post.
+You gotta acquihire [Kixel, Corp.](https://kixel.us) if you want me to focus on Voice AI.
+
+## Latency Budgets
+MoQ is designed to support mass fanout with different user experiences.
+Not Voice AI.
+What gives?
+
+The idea is to give each subscription a **maximum latency** knob:
+
+- A pilot might want 0.1s of latency
+- A spectator might want 2s of latency
+- An archive worker might want 30s of latency
+- etc
+
+Basically, a user can wait for up to **maximum latency** for old frames to be retransmitted.
+
+That there **maximum** word is lard-bearing. 
+MoQ will always try to transmit the newest frames immediately (like WebRTC).
+
+
+
+
+It's still very rough around the edges.
+It's been 3 months since the last Voice AI blog post... and I've only spent like 3 hours of ~work~ prompting since then.
+You gotta acquihire [Kixel, Corp.](https://kixel.us) if you want me to focus on Voice AI.
+
+
+Back to our regularly scheduled mono-logging.
+I need to explain *how* MoQ is better than bread.
+
+
+## Text-to-Speech
+
+<TextToSpeech client:visible />
+
+## Latency Budgets
+A strawman might ask: "isn't lower latency always better?"
+
+no mr strawman, it's not.
+
+**There's a fundamental trade-off between latency and quality**.
+
+The more time you have to work on something, the better the result.
+Good things take time, like Fable after a reset.
+That happened to line up with a competitor's launch.
+
+Similar to LLMs, networks are lossy, non-deterministic black-boxes.
+The more time you have to transmit something, the better the reliability.
+
+The amount of time a user is willing to wait for something is a **product decision**.
+(gotta give the PMs something to do).
+Do users want something fast and lossy, or slow and reliable?
+
+WebRTC has no such knob to control the latency budget\*.
+The decision that users want fast and lossy is hard-coded into the protocol.
+
+\* Yes WebRTC nerds there is an extension **but it's not supported for audio**.
+We'll explain how to fix WebRTC later.
+
+The key MoQ feature is that every subscription includes a **maximum latency** before a frame is skipped.
+
+Humans generally want 
+
+> Codex: One second, let me look that up.
+
+As far as I understand, the approach a cheap/fast speech-to-speech model to generate *comfort noise*.
+
+> Human: Hey Codex, what is le capital of France?
+> Codex: One second, let me look that up.
+
+Boom, that useless "I'm thinking" response makes the human feel good chemicals.
+More importantly, it bought us a few more seconds for our state-of-the-art model to generate a proper response.
+Possibly even via the "old" approach SST -> LLM -> TTS pipeline.
+
+Speech-to-Speech doesn't invalidate latency budgets.
+It is not a silver bullet that somehow redeems WebRTC's over-aggressive nature.
+
+**Your network transport should be aligned with your model's latency budget.**
+
+
+
+## Latency Budgets
+A strawman might ask: "isn't lower latency always better?"
+
+no mr strawman, it's not.
+
+**There's a fundamental trade-off between latency and quality**.
+
+The more time you have to work on something, the better the result.
+Good things take time, like Fable after a reset.
+That happened to line up with a competitor's launch.
+
+Similar to LLMs, networks are lossy, non-deterministic black-boxes.
+The more time you have to transmit something, the better the reliability.
+
+The end goal is to have **your network transport align with your AI model.**
+
+- If you STT model requires  
+- If your TTS model generates 30s of audio in advance, your network transport should transmit 30s of audio in advance.
+
+## I Require Context
+Let's say you're running an old-school STT like Whisper that needs an entire
+
+
+Audio packets are *tiny*, 8K bytes per second.
+We can easily store them in RAM and retransmit them when the network recovers.
+They yearn to be useful.
+
+**Fun Fact**: I yearn to use the word "yearn".
+
+
+## I Require Context
+The problem arises when your AI model and network **disagree on the latency budget**.
+
+Suppose you ask the question: `What is le capital of France?`
+
+WebRTC has a hyper-aggressive latency budget. 
+It will drop arbitrary audio packets to keep latency real-time.
+
+But voice AI agent require context.
+`What is le capital ...`, with the last word missing, is not enough context.
+It can fill the blanks much of the time, but every ambiguity hurts the accuracy.
+
+<SpeechToText client:visible />
+
+
+## Speech-to-Speech Fixes Everything
+The hot new broad in voice AI is [speech-to-speech](https://openai.com/index/introducing-the-realtime-api/).
+
+The idea is to cut out the text middleman.
+STT -> LLM -> TTS gets combined into one pipeline, reducing latency while preserving verbal context.
+OpenAI is the pioneer in this space and they deserve **mad props**.
+
+So now the latency of voice AI is lower than ever and WebRTC is vindicated!
+
+**Obviously not**, we're not even half way through this post bub.
+The **fundamental** trade-off between latency and quality still applies.
+
+As far as I can tell, ChatGPT uses Speech-to-Speech to generate **comfort noise**.
+
+> Human: What is le capital of France?
+> Codex: One second, let me look that up.
+
+Boom, that useless "I'm thinking" response makes the human feel good chemicals while buying more time for the expensive model to generate a proper response.
+
+Speech-to-Speech doesn't invalidate latency budgets.
+It is not a silver bullet that somehow redeems WebRTC's over-aggressive nature.
+
+
+## Enter The Protagonist
+Oh hey, I created this thing called [Media over QUIC](https://moq.dev).\
+Also known as `em oh queue` or `mock`.
+However you want to prononce it.
+
+It's that better transport btw.
+
+[Pipecat now supports MoQ](https://github.com/pipecat-ai/pipecat/pull/4629)!
+A huge thank you to [Vanessa](https://github.com/vipyne) for putting in the work and putting up with my constant "improvements".
+
+Why is this a big deal?
+
+Every MoQ subscription indcates a **maximum delay** before a frame is too old and skipped.
+Users get a different, and adjustable experience, based on the **latency they’re willing to tolerate**.
+
+
+> Codex: One second, let me look that up.
+
+As far as I understand, the approach a cheap/fast speech-to-speech model to generate *comfort noise*.
+
+> Human: Hey Codex, what is le capital of France?
+> Codex: One second, let me look that up.
+
+Boom, that useless "I'm thinking" response makes the human feel good chemicals.
+More importantly, it bought us a few more seconds for our state-of-the-art model to generate a proper response.
+Possibly even via the "old" approach SST -> LLM -> TTS pipeline.
+
+Speech-to-Speech doesn't invalidate latency budgets.
+It is not a silver bullet that somehow redeems WebRTC's over-aggressive nature.
+
+**Your network transport should be aligned with your model's latency budget.**
+
+
+## Prove It
+Enough theory, [Pipecat now supports MoQ](https://github.com/pipecat-ai/pipecat/pull/4629)!
+A huge thank you to [Vanessa](https://github.com/vipyne) for putting in the work and putting up with my constant "improvements".
+
+It's still very rough around the edges.
+It's been 3 months since the last Voice AI blog post... and I've only spent like 3 hours of ~work~ prompting since then.
+You gotta acquihire [Kixel, Corp.](https://kixel.us) if you want me to focus on Voice AI.
+
+Here's a crude demo with my credit card deets attached. 
+please don't milk me dry.
+
+<VoiceDemo />
+
+I'll explain how it works but first, we gotta cover something very important.
+Back to our regularly scheduled mono-logging.
+
+## Speech-to-Speech
+So it turns out the latest development in voice AI is [speech-to-speech](https://openai.com/index/introducing-the-realtime-api/).
+Oops, I probably should have done *some* research on the state of voice AI before writing that last post.
+
+**DISCLAIMER**: I barely researched the state of voice AI before writing this blog post.
+I'm talking out of my ass (again).
+I give you full permission to tweet `@kixelated ur stupid`.
+
+A quick summary:
+- **Old**: `Human -> VAD -> STT -> LLM -> TTS -> Human`
+- **New**: `Human -> STS -> Human`
+
+Some definitions because acronyms sure make things easier to understand:
+- **VAD**: Voice Activity Detection
+- **STT**: Speech-to-Text
+- **TTS**: Text-to-Speech
+- **STS**: Speech-to-Speech
+- **LLM**: You know what it is
+- **Human**: Pays the electricity bill
+
+Anyway, the *new pipeline* is to have the robot brain input/output audio.
+It's super cool, reduces latency while preserving verbal context, and I must give OpenAI *huge* props for this innovation.
+
+So if the model supports real-time latency, that means WebRTC is back on the table... right?
+**Not so fast.**
+
+
+
+## MoQ is Amazing
+Anyway, here's the nerdy details about the MoQ support in Pipecat.
+Assuming a traditional `VAD -> STT -> LLM -> TTS` pipeline.
+
+All of these constants can be adjusted btw.
+I just thought it would make the blog post more readable.
+
+**STT is (re)transmitted for up to 5 seconds.**
+The agent has a jitter buffer (of the same size) which flushes in order, immediately when there's no gaps.
+- Best case: 0s latency
+- Worst case: 5s latency (temporary)
+
+**STT/LLM can process faster than real-time, absorbing some of this latency.** 
+The latency at the end of a sentence/thought is the main thing that matters.
+- Best case: "Hey could you..." is late.
+- Worst cast: "capital of France" is late.
+
+**TTS is (re)transmitted for up to 200ms.**
+The player has a jitter buffer (of the same size) which flushes in order, skipping gaps eventually.
+- Best case: 200ms latency
+- Worst case: 200ms latency, some audio is dropped
+
+**TTS is buffered for up to 30s.**
+The player uses timestamps to know when to emit frames.
+Anything in the future is buffered (like a Youtube video), so audio is not dropped during spikes of congestion.
+- Best case: 30s in RAM
+- Worst case: 0s in RAM, some audio is dropped
+
+**Interruptions will reset audio.**
+If Opus 5 is being too verbose, ask something else and we'll drop the previous TTS response.
+This cancels any transmissions and any buffered audio.
+- Worst case: Some wasted tokens.
+
+I'll spare you the full WebSocket vs WebRTC vs MoQ comparison because I'm already rambling.
+
+Spoiler: **MoQ is a significant improvement for voice AI**.
+
+## Context is Delta-Encoded
+TODO Dropping "What is" is useless.
+We need that context to understand the user's request.
+
+
+## More Free Ideas
+Hey, Anthropic.
+I'm sorry that I called you the orange butthole company.
+We may have gotten off on the wrong foot.
+
+Hey, OpenAI.
+I'm sorry for this blog post.
+We may have gotten off on the wrong foot.
+
+I'll make it up to both of you.
+Here's some free ideas you could prototype with unlimited Fable/Astro access.
+Just please tell me if any of them are worth it.
+
+### Aggressive Speech-to-Speech, Conservative STT->LLM->TTS
+Placeholder constants btw.
+
+- Set `max-publisher-latency` to 1s for STS.
+- Set `max-publisher-latency` to 5s for STT.
+
+Under normal conditions, the speech-to-speech pipeline will be zero latency.
+During congestion, latency will increase a little bit until we get some loss/distortion, but it's still kept snappy enough.
+Maybe the model can still figure out the end of a sentence and "let me look that up for you" or whatever.
+
+Meanwhile, the STT->LLM->TTS pipeline will wait for *up to* 5s for audio gaps to be filled before starting work.
+The idea is that you don't waste tokens on distorted/wrong prompts during congestion.
+Accuracy is more important than latency for the good reply.
+
+**Fun fact**, MoQ supports this for free.
+Two subscribers with different latencies can share a single upstream subscription.
+It's all about the size of the jitter buffer baybee.
+
+### Decouple Compute
+- Run `moq-relay` within CDN edges.
+- Run models where compute is cheap.
+
+Maybe this idea is already outdated given the obscene amount of capital being poured into datacenters, but hear me out.
+
+CDNs run edge nodes as close to users as possible.
+Your ISP is (statistically) shit, so the whole business model of CDNs is to minimize the lossy first/last mile.
+Once on the CDN's network (ex. Cloudflare) they can over-provision and deduplicate traffic to improve the quality.
+
+But like, there's only a finite number of graphics cards we can efficiently put in those edges.
+So the idea is to run voice AI agents independently of the CDN.
+
+**Pipecat already supports this!**
+- Agents and users connect to a MoQ CDN, both as a client using the shortest path.
+- A user announces `request/<id>` to the CDN.
+- An agent discovers `request/<id>`, grabs a lock, subscribes to it, and announces `response/<id>`.
+- The user discovers `response/<id>` and subscribes to it.
+
+Why is this convoluted reinvention of HTTP cool?
+**You can independently scale network and compute.**
+
+Unlike HTTP, MoQ origins are dynamic.
+A client connects to the CDN and announces "I am the publisher of `foo/bar`".
+The CDN forwards that announcement to any authorized subscribers and now knows how to route subscriptions.
+
+**END RESULT**
+
+Run agents where compute is cheap.
+Only announce when an agent has capacity.
+
+Run the CDN edge nodes close to the user.
+Route incoming connections based on available capacity (ex. anycast/GeoDNS).
+[Or pay me to do it](https://moq.pro)
+
+### Shared Infrastructure
+**Question**: What does the `M` in `MoQ` stand for?
+**Answer**: It stands for `mostly Media but actually anything`.
+
+At the end of the day, MoQ is a pub/sub protocol.
+We're trying to make a live version of HTTP.
+The payload be opaque to the CDN.
+
+It makes for a super reusable protocol.
+
+## How to Fix WebRTC
+Wow this blog post never ends huh.
+**It's possible to fix WebRTC!**
+
+For example, WebRTC supports [Playout Delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) via an SDP/RTP extension.
+On paper this is perfect; you now get a knob to control the maximum/minimum latency just like MoQ!
+
+Unfortunately, this experimental extension from [2019](https://bugzilla.mozilla.org/show_bug.cgi?id=1585009) only works for video in `libwebrtc`.
+Apparently.
+I've never actually tried it.
+
+There's a lot of things like that.
+For example, RTX is not supported for audio withing `libwebrtc`.
+The problem is rarely the wire transport.
+
+The problem with WebRTC is are the stewards.
+The Google engineers behind WebRTC are brilliant... but the company needs a use-case to justify every feature.
+They are effectively maintaining the Google Meet client and making it available as a browser API.
+
+## Just Fork It Lul
+
+
+
+
+## Conclusion

From 75c8da407df25e39d48750f8a34a29896bb0428b Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Sun, 4 Oct 2026 17:41:26 -0700
Subject: [PATCH 02/33] Split the voice diagrams per transport and polish them

Each diagram now shows one transport (`transport="webrtc" | "moq"`), so the
post can put prose between them. Words only appear once they've been said or
heard, and lost words are scribbled out instead of struck through. Lanes get
avatars, the reply is a speech bubble, and the legend only lists states that
happen. The hand-drawn art is placeholder SVGs in public/voice/, replacing the
unused `art` override prop.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 public/voice/ai.svg                           |   9 +
 public/voice/garbled.svg                      |   5 +
 public/voice/kraken-1.svg                     |   6 +
 public/voice/kraken-2.svg                     |   6 +
 public/voice/you.svg                          |   7 +
 src/components/voice/diagram.tsx              | 396 +++++++++---------
 src/components/voice/stt.tsx                  |  24 +-
 src/components/voice/tts.tsx                  |  24 +-
 .../blog/webrtc-is-still-the-problem.mdx      |   8 +-
 9 files changed, 252 insertions(+), 233 deletions(-)
 create mode 100644 public/voice/ai.svg
 create mode 100644 public/voice/garbled.svg
 create mode 100644 public/voice/kraken-1.svg
 create mode 100644 public/voice/kraken-2.svg
 create mode 100644 public/voice/you.svg

diff --git a/public/voice/ai.svg b/public/voice/ai.svg
new file mode 100644
index 0000000..1ecc68e
--- /dev/null
+++ b/public/voice/ai.svg
@@ -0,0 +1,9 @@
+<!-- PLACEHOLDER: hand-draw a robot head, ~1:1, green on transparent. -->
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100" fill="none" stroke="#4dc515" stroke-width="5" stroke-linecap="round" stroke-linejoin="round">
+	<path d="M50 22V10" />
+	<circle cx="50" cy="8" r="4" />
+	<path d="M22 24c19-3 38-2 57 1 3 15 3 33 0 49-19 3-38 3-57 0-3-17-3-33 0-50z" />
+	<path d="M37 42h3M60 41h3" stroke-width="8" />
+	<path d="M37 60h26" />
+	<path d="M17 42v18M83 42v18" />
+</svg>
diff --git a/public/voice/garbled.svg b/public/voice/garbled.svg
new file mode 100644
index 0000000..f5da8aa
--- /dev/null
+++ b/public/voice/garbled.svg
@@ -0,0 +1,5 @@
+<!-- PLACEHOLDER: hand-draw a scribbled-out word, ~4:1. It's stretched over each word that never arrived. -->
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 200 50" preserveAspectRatio="none" fill="none" stroke="#fee2e2" stroke-width="6" stroke-linecap="round" stroke-linejoin="round">
+	<path d="M8 30c10-18 18 14 28-4s16 16 28-2 18 14 28-4 18 16 28-2 18 14 28-4 18 14 28-2" />
+	<path d="M14 18c40 6 120 10 172 4" />
+</svg>
diff --git a/public/voice/kraken-1.svg b/public/voice/kraken-1.svg
new file mode 100644
index 0000000..9eb5a6d
--- /dev/null
+++ b/public/voice/kraken-1.svg
@@ -0,0 +1,6 @@
+<!-- PLACEHOLDER: hand-draw a kraken chewing on packets, ~1:1. kraken-2.svg is a second frame; the two alternate. -->
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100" fill="none" stroke="#ef4444" stroke-width="5" stroke-linecap="round" stroke-linejoin="round">
+	<path d="M50 10c16 0 26 11 26 25 0 10-5 17-12 21H36c-7-4-12-11-12-21 0-14 10-25 26-25z" />
+	<path d="M41 33v3M59 33v3" />
+	<path d="M36 56c-6 10-16 12-22 8M44 57c-3 12-8 20-16 24M56 57c3 12 8 20 16 24M64 56c6 10 16 12 22 8" />
+</svg>
diff --git a/public/voice/kraken-2.svg b/public/voice/kraken-2.svg
new file mode 100644
index 0000000..59db70b
--- /dev/null
+++ b/public/voice/kraken-2.svg
@@ -0,0 +1,6 @@
+<!-- PLACEHOLDER: second frame of the kraken; see kraken-1.svg. -->
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100" fill="none" stroke="#ef4444" stroke-width="5" stroke-linecap="round" stroke-linejoin="round">
+	<path d="M50 12c16 0 26 11 26 25 0 10-5 17-12 21H36c-7-4-12-11-12-21 0-14 10-25 26-25z" />
+	<path d="M41 35h3M57 35h3" />
+	<path d="M36 58c-8 6-18 4-22-2M44 59c-6 10-12 16-20 16M56 59c6 10 12 16 20 16M64 58c8 6 18 4 22-2" />
+</svg>
diff --git a/public/voice/you.svg b/public/voice/you.svg
new file mode 100644
index 0000000..e1aaa85
--- /dev/null
+++ b/public/voice/you.svg
@@ -0,0 +1,7 @@
+<!-- PLACEHOLDER: hand-draw a human head, ~1:1, green on transparent. -->
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100" fill="none" stroke="#4dc515" stroke-width="5" stroke-linecap="round" stroke-linejoin="round">
+	<path d="M50 12c19 0 31 14 30 33-1 20-13 33-31 33-17 0-30-14-29-33 1-19 12-33 30-33z" />
+	<path d="M37 40v4M63 39v4" />
+	<path d="M36 57c8 8 20 9 29-1" />
+	<path d="M25 88c8-7 16-9 25-9s18 3 25 9" />
+</svg>
diff --git a/src/components/voice/diagram.tsx b/src/components/voice/diagram.tsx
index a193cd0..dd88580 100644
--- a/src/components/voice/diagram.tsx
+++ b/src/components/voice/diagram.tsx
@@ -1,25 +1,16 @@
 import { type Accessor, createSignal, createUniqueId, For, onCleanup, onMount, Show } from "solid-js";
 import { FLIGHT, FRAME, fill, has, head, type Loss, type Packet, reach, type Segment, type Word } from "./sim";
 
-// Every drawn element can be swapped for a hand-drawn image (PNG/SVG under /public).
-// Sizes are in viewBox units, where the diagram is 600 wide; draw at 4x for crisp output.
-// An array of images cycles at FPS, like hand-drawn animation. Frames follow the clock.
-export type Sprite = string | string[];
-
-export interface Art {
-	kraken?: Sprite; // 28x28, chases the edge of the packet loss
-	packet?: Sprite; // 8x8, a packet in flight
-	retransmit?: Sprite; // 8x8, a retransmitted packet in flight
-	lost?: Sprite; // 10x10, where a lost packet died
-	you?: Sprite; // 36x36, replaces the "you" lane label
-	ai?: Sprite; // 36x36, replaces the "AI" lane label
-	backdrop?: string; // 600 x 176 per panel, drawn under everything
-	overlay?: string; // 600 x 176 per panel, drawn over everything
-	font?: string; // CSS font-family for all text; the page has to load it
-	wobble?: boolean; // roughen the generated shapes so they sit next to hand-drawn art
-}
-
-const FPS = 8;
+// Hand-drawn art lives in public/voice/; replace the files to restyle every diagram.
+// An array cycles at FPS like hand-drawn animation, following the clock.
+type Sprite = string | string[];
+const ART = {
+	you: "/voice/you.svg",
+	ai: "/voice/ai.svg",
+	kraken: ["/voice/kraken-1.svg", "/voice/kraken-2.svg"],
+	garbled: "/voice/garbled.svg",
+} satisfies Record<string, Sprite>;
+const FPS = 4;
 
 export interface Track {
 	who: "you" | "ai";
@@ -35,16 +26,14 @@ export interface Panel {
 	bottom: Track;
 	packets: Packet[];
 	loss: Loss;
-	result: { at: number; text: string; good: boolean };
+	reply: { at: number; text: string; good: boolean }; // what the bottom lane says back
 }
 
 export interface Props {
 	axis: number; // media seconds shown on the x-axis
-	end: number; // wall-clock seconds until the animation settles
-	panels: Panel[];
+	panel: Panel;
 	legend: { have: string; done: string };
 	label: string; // accessible description of the whole animation
-	art?: Art;
 }
 
 const HOLD = 2.5; // seconds to linger on the final frame before looping
@@ -52,35 +41,39 @@ const SPEED = 0.5; // half speed, so the packets are easy to follow
 const STEP = 0.1; // seconds per arrow key
 
 const W = 600;
-const GUTTER = 44;
-const TRACK_W = W - GUTTER - 8;
-const TRACK_H = 26;
-const PANEL_H = 176;
-const TOP_Y = 28;
-const BOTTOM_Y = 118;
+const GUTTER = 64;
+const TRACK_W = W - GUTTER - 4;
+const TRACK_H = 32;
+const AVATAR = 44;
+const TOP_Y = 6;
+const BOTTOM_Y = 116;
+const BUBBLE_Y = BOTTOM_Y + TRACK_H + 16;
+const BUBBLE_H = 30;
+const H = BUBBLE_Y + BUBBLE_H + 4;
 
 const COLOR = {
 	done: "#22c55e",
-	have: "rgba(34, 197, 94, 0.28)",
+	have: "rgba(34, 197, 94, 0.25)",
 	missing: "#f59e0b",
 	lost: "#ef4444",
-	track: "#1e293b",
+	track: "#0f172a",
+	ink: "#052e16", // words, drawn on top of the green fill
 	text: "#f1f5f9",
-	dim: "#64748b",
-	title: "#cbd5e1",
+	dim: "#475569",
 };
 
 export function Diagram(props: Props) {
+	const end = props.panel.reply.at + 0.5;
 	const [t, setT] = createSignal(0);
 	const [playing, setPlaying] = createSignal(false);
-	const now = () => Math.min(t(), props.end);
+	const now = () => Math.min(t(), end);
 	const id = createUniqueId();
 
-	let root!: HTMLDivElement;
+	let root!: HTMLElement;
 
 	onMount(() => {
 		if (matchMedia("(prefers-reduced-motion: reduce)").matches) {
-			setT(props.end);
+			setT(end);
 			return;
 		}
 
@@ -91,7 +84,7 @@ export function Diagram(props: Props) {
 			last = time;
 			if (playing()) {
 				const next = t() + dt * SPEED;
-				setT(next > props.end + HOLD ? 0 : next);
+				setT(next > end + HOLD ? 0 : next);
 			}
 			frame = requestAnimationFrame(tick);
 		};
@@ -117,71 +110,66 @@ export function Diagram(props: Props) {
 			ArrowRight: now() + STEP,
 			ArrowUp: now() + STEP,
 			Home: 0,
-			End: props.end,
+			End: end,
 		}[e.key];
 		if (target === undefined) return;
 		e.preventDefault();
 		setPlaying(false);
-		setT(Math.max(0, Math.min(props.end, target)));
+		setT(Math.max(0, Math.min(end, target)));
 	};
 
+	const view: ViewProps = {
+		t: now,
+		x,
+		id,
+		seek: (frac, segments) => {
+			const at = reach(segments, frac * props.axis);
+			if (at !== undefined) setT(at);
+		},
+	};
+
+	const p = props.panel;
+	const retransmits = p.packets.some((p) => p.rtx !== undefined);
+	const losses = [...p.top.segments, ...p.bottom.segments].some((s) => s.lost !== undefined);
+
 	return (
-		<div ref={root} class="not-prose my-8 select-none">
+		<figure ref={root} class="not-prose card my-8 select-none p-4 sm:p-5">
+			<figcaption class="mb-3 flex flex-wrap items-baseline gap-x-3">
+				<span class="font-mono text-sm font-medium uppercase tracking-wider text-white">{p.title}</span>
+				<span class="text-sm text-slate-400">{p.subtitle}</span>
+			</figcaption>
+
 			<div
 				class="rounded focus-visible:outline focus-visible:outline-2 focus-visible:outline-green-500"
 				role="slider"
 				tabIndex={0}
 				aria-label={props.label}
 				aria-valuemin={0}
-				aria-valuemax={props.end}
+				aria-valuemax={end}
 				aria-valuenow={Math.round(now() * 10) / 10}
 				aria-valuetext={`${now().toFixed(1)} seconds`}
 				onKeyDown={key}
 			>
-				<svg
-					viewBox={`0 0 ${W} ${PANEL_H * props.panels.length}`}
-					class="block w-full"
-					font-size="12"
-					font-family={props.art?.font}
-					aria-hidden="true"
-				>
+				<svg viewBox={`0 0 ${W} ${H}`} class="block w-full" font-size="14" aria-hidden="true">
 					<defs>
 						<pattern id={`${id}-lost`} width="6" height="6" patternUnits="userSpaceOnUse" patternTransform="rotate(45)">
-							<rect width="6" height="6" fill="rgba(239, 68, 68, 0.25)" />
+							<rect width="6" height="6" fill="rgba(239, 68, 68, 0.2)" />
 							<rect width="2" height="6" fill={COLOR.lost} />
 						</pattern>
-						<filter id={`${id}-wobble`}>
-							<feTurbulence type="fractalNoise" baseFrequency="0.06" numOctaves="2" seed="3" />
-							<feDisplacementMap in="SourceGraphic" scale="3" xChannelSelector="R" yChannelSelector="G" />
-						</filter>
 					</defs>
-					<For each={props.panels}>
-						{(panel, i) => (
-							<g transform={`translate(0 ${i() * PANEL_H})`}>
-								<PanelView
-									panel={panel}
-									t={now}
-									x={x}
-									seek={(frac, segments) => {
-										const at = reach(segments, frac * props.axis);
-										if (at !== undefined) setT(at);
-									}}
-									art={props.art ?? {}}
-									hatch={`url(#${id}-lost)`}
-									wobble={props.art?.wobble ? `url(#${id}-wobble)` : undefined}
-								/>
-							</g>
-						)}
-					</For>
+					<Network {...view} packets={p.packets} loss={p.loss} />
+					<TrackView {...view} track={p.top} y={TOP_Y} name="top" notes="below" />
+					<TrackView {...view} track={p.bottom} y={BOTTOM_Y} name="bottom" notes="above" />
+					<Bubble reply={p.reply} t={now} />
 				</svg>
 			</div>
 
-			<div class="mt-2 flex flex-wrap items-center gap-x-4 gap-y-1 text-xs text-slate-400">
+			<div class="mt-3 flex flex-wrap items-center gap-x-4 gap-y-1 text-xs text-slate-400">
 				<button
 					type="button"
-					class="w-7 rounded bg-slate-800 py-0.5 text-slate-200 hover:bg-slate-700"
+					class="w-7 rounded bg-slate-700/60 py-0.5 text-slate-200 hover:bg-slate-600"
 					onClick={() => {
-						if (t() >= props.end) setT(0);
+						if (t() >= end) setT(0);
 						setPlaying(!playing());
 					}}
 					aria-label={playing() ? "Pause" : "Play"}
@@ -190,10 +178,14 @@ export function Diagram(props: Props) {
 				</button>
 				<Swatch fill={COLOR.done}>{props.legend.done}</Swatch>
 				<Swatch fill={COLOR.have}>{props.legend.have}</Swatch>
-				<Swatch stroke={COLOR.missing}>waiting for retransmit</Swatch>
-				<Swatch fill={`url(#${id}-lost)`}>lost forever</Swatch>
+				<Show when={retransmits}>
+					<Swatch stroke={COLOR.missing}>waiting for retransmit</Swatch>
+				</Show>
+				<Show when={losses}>
+					<Swatch fill={`url(#${id}-lost)`}>lost forever</Swatch>
+				</Show>
 			</div>
-		</div>
+		</figure>
 	);
 }
 
@@ -220,10 +212,8 @@ function Swatch(props: { fill?: string; stroke?: string; children: string }) {
 interface ViewProps {
 	t: Accessor<number>;
 	x: (ts: number) => number;
+	id: string; // prefix for clip paths and patterns, unique per diagram
 	seek: (frac: number, segments: Segment[]) => void; // jump to when a track reaches `frac` of the way along
-	art: Art;
-	hatch: string;
-	wobble?: string;
 }
 
 function SpriteView(props: {
@@ -231,100 +221,91 @@ function SpriteView(props: {
 	t: Accessor<number>;
 	x: number;
 	y: number;
-	size: number;
+	w: number;
+	h?: number;
 	opacity?: number;
+	stretch?: boolean;
 }) {
 	const href = () => {
 		const s = props.sprite;
 		return Array.isArray(s) ? s[Math.floor(props.t() * FPS) % s.length] : s;
 	};
+	const h = () => props.h ?? props.w;
 	return (
 		<image
 			href={href()}
-			x={props.x - props.size / 2}
-			y={props.y - props.size / 2}
-			width={props.size}
-			height={props.size}
+			x={props.x - props.w / 2}
+			y={props.y - h() / 2}
+			width={props.w}
+			height={h()}
 			opacity={props.opacity}
-			preserveAspectRatio="xMidYMid meet"
+			preserveAspectRatio={props.stretch ? "none" : "xMidYMid meet"}
 		/>
 	);
 }
 
-function PanelView(props: ViewProps & { panel: Panel }) {
-	const p = props.panel;
-	return (
-		<>
-			<Show when={props.art.backdrop}>{(href) => <image href={href()} width={W} height={PANEL_H} />}</Show>
-			<text x={GUTTER} y="16" fill={COLOR.title} font-weight="bold" font-size="14">
-				{p.title}
-				<tspan fill={COLOR.dim} font-weight="normal" font-size="12" dx="8">
-					{p.subtitle}
-				</tspan>
-			</text>
-
-			<Network {...props} packets={p.packets} loss={p.loss} />
-			<TrackView {...props} track={p.top} y={TOP_Y} notes="below" />
-			<TrackView {...props} track={p.bottom} y={BOTTOM_Y} notes="above" />
-
-			<text
-				x={GUTTER}
-				y={BOTTOM_Y + TRACK_H + 20}
-				fill={p.result.good ? COLOR.done : COLOR.lost}
-				font-size="13"
-				opacity={props.t() >= p.result.at ? 1 : 0}
-				style={{ transition: "opacity 0.3s" }}
-			>
-				{p.result.text}
-			</text>
-
-			<Show when={props.art.overlay}>
-				{(href) => <image href={href()} width={W} height={PANEL_H} pointer-events="none" />}
-			</Show>
-		</>
-	);
-}
-
-function TrackView(props: ViewProps & { track: Track; y: number; notes: "above" | "below" }) {
-	const w = () => props.x(FRAME) - props.x(0);
+function TrackView(props: ViewProps & { track: Track; y: number; name: string; notes: "above" | "below" }) {
+	const w = props.x(FRAME) - props.x(0);
 	const pos = () => head(props.track.segments, props.t());
 	const note = () => props.track.note?.(props.t());
+	const bar = `${props.id}-${props.name}-bar`;
+	const said = `${props.id}-${props.name}-said`;
+
+	// Keep the note on the track: hang it off the left of the playhead once it's past halfway.
+	const right = () => props.x(pos()) > W * 0.55;
 
 	return (
 		<g>
-			<Show
-				when={props.art[props.track.who]}
-				fallback={
-					<text x={GUTTER - 8} y={props.y + 17} fill={COLOR.dim} text-anchor="end">
-						{props.track.who === "ai" ? "AI" : "you"}
-					</text>
-				}
-			>
-				{(sprite) => <SpriteView sprite={sprite()} t={props.t} x={GUTTER / 2} y={props.y + TRACK_H / 2} size={36} />}
-			</Show>
-			<g filter={props.wobble}>
-				<rect x={GUTTER} y={props.y} width={TRACK_W} height={TRACK_H} rx="4" fill={COLOR.track} />
+			<SpriteView sprite={ART[props.track.who]} t={props.t} x={GUTTER / 2 - 4} y={props.y + TRACK_H / 2} w={AVATAR} />
+
+			<clipPath id={bar}>
+				<rect x={GUTTER} y={props.y} width={TRACK_W} height={TRACK_H} rx="8" />
+			</clipPath>
+			{/* Words only appear once they've been said (or heard), so the reader sees them arrive. */}
+			<clipPath id={said}>
+				<rect x={GUTTER} y={props.y} width={Math.max(0, props.x(pos()) - GUTTER)} height={TRACK_H} />
+			</clipPath>
+
+			{/* crispEdges, or the 100ms segments show seams between them. */}
+			<g clip-path={`url(#${bar})`} shape-rendering="crispEdges">
+				<rect x={GUTTER} y={props.y} width={TRACK_W} height={TRACK_H} fill={COLOR.track} />
 				<For each={props.track.segments}>
-					{(s) => <SegmentView s={s} t={props.t} x={props.x(s.ts)} y={props.y} w={w()} hatch={props.hatch} />}
+					{(s) => (
+						<SegmentView s={s} t={props.t} x={props.x(s.ts)} y={props.y} w={w} hatch={`url(#${props.id}-lost)`} />
+					)}
 				</For>
 			</g>
+			<rect
+				x={GUTTER}
+				y={props.y}
+				width={TRACK_W}
+				height={TRACK_H}
+				rx="8"
+				fill="none"
+				stroke="#334155"
+				stroke-width="1"
+			/>
 
-			<For each={props.track.words}>
-				{(word) => <WordView word={word} segments={props.track.segments} t={props.t} x={props.x} y={props.y} />}
-			</For>
+			<g clip-path={`url(#${said})`}>
+				<For each={props.track.words}>
+					{(word) => <WordView word={word} segments={props.track.segments} t={props.t} x={props.x} y={props.y} />}
+				</For>
+			</g>
 
 			<Show when={pos() > 0}>
 				<line
 					x1={props.x(pos())}
 					x2={props.x(pos())}
-					y1={props.y - 3}
-					y2={props.y + TRACK_H + 3}
+					y1={props.y - 4}
+					y2={props.y + TRACK_H + 4}
 					stroke={COLOR.text}
-					stroke-width="2"
+					stroke-width="2.5"
+					stroke-linecap="round"
 				/>
 			</Show>
+
 			{/* Click a track to jump to when it reaches that point. */}
-			{/* biome-ignore lint/a11y/noStaticElementInteractions: the mouse path; the <svg> slider handles the keyboard. */}
+			{/* biome-ignore lint/a11y/noStaticElementInteractions: the mouse path; the slider handles the keyboard. */}
 			<rect
 				x={GUTTER}
 				y={props.y}
@@ -337,12 +318,14 @@ function TrackView(props: ViewProps & { track: Track; y: number; notes: "above"
 					props.seek((e.clientX - r.left) / r.width, props.track.segments);
 				}}
 			/>
+
 			<Show when={note()}>
 				<text
-					x={props.x(pos()) + 6}
-					y={props.notes === "above" ? props.y - 6 : props.y + TRACK_H + 14}
+					x={props.x(pos()) + (right() ? -8 : 8)}
+					y={props.notes === "above" ? props.y - 9 : props.y + TRACK_H + 18}
+					text-anchor={right() ? "end" : "start"}
 					fill={COLOR.missing}
-					font-size="11"
+					font-size="12"
 				>
 					{note()}
 				</text>
@@ -368,9 +351,9 @@ function SegmentView(props: { s: Segment; t: Accessor<number>; x: number; y: num
 			<Show when={missing()}>
 				<rect
 					x={props.x + 1}
-					y={props.y + 1}
+					y={props.y + 2}
 					width={props.w - 2}
-					height={TRACK_H - 2}
+					height={TRACK_H - 4}
 					fill="none"
 					stroke={COLOR.missing}
 					stroke-dasharray="3 2"
@@ -383,6 +366,7 @@ function SegmentView(props: { s: Segment; t: Accessor<number>; x: number; y: num
 	);
 }
 
+// A word is drawn in ink on the green fill, or scribbled out if any of it was lost.
 function WordView(props: {
 	word: Word;
 	segments: Segment[];
@@ -392,27 +376,20 @@ function WordView(props: {
 }) {
 	const overlap = props.segments.filter((s) => s.ts < props.word.end && s.ts + FRAME > props.word.start);
 	const lost = () => overlap.some((s) => has(s.lost, props.t()));
-	const done = () => overlap.every((s) => fill(s, props.t()) >= 1);
 
 	const x1 = props.x(props.word.start);
 	const x2 = props.x(props.word.end);
 	const mid = props.y + TRACK_H / 2;
 
 	return (
-		<g>
-			<text
-				x={(x1 + x2) / 2}
-				y={mid + 4}
-				text-anchor="middle"
-				font-weight="bold"
-				fill={lost() ? "#fecaca" : done() ? "#0f172a" : COLOR.dim}
-			>
+		<Show
+			when={!lost()}
+			fallback={<SpriteView sprite={ART.garbled} t={props.t} x={(x1 + x2) / 2} y={mid} w={x2 - x1} h={16} stretch />}
+		>
+			<text x={(x1 + x2) / 2} y={mid + 5} text-anchor="middle" font-weight="bold" fill={COLOR.ink}>
 				{props.word.text}
 			</text>
-			<Show when={lost()}>
-				<line x1={x1} x2={x2} y1={mid} y2={mid} stroke={COLOR.lost} stroke-width="2" />
-			</Show>
-		</g>
+		</Show>
 	);
 }
 
@@ -430,38 +407,38 @@ function Network(props: ViewProps & { packets: Packet[]; loss: Loss }) {
 
 	return (
 		<g>
+			<text
+				x={GUTTER / 2 - 4}
+				y={mid + 4}
+				text-anchor="middle"
+				fill={COLOR.dim}
+				font-size="10"
+				font-family="'JetBrains Mono', monospace"
+				letter-spacing="1"
+			>
+				NET
+			</text>
 			<Show when={kraken()}>
 				<rect
 					x={from()}
-					y={y0 + 4}
+					y={y0 + 8}
 					width={to() - from()}
-					height={y1 - y0 - 8}
-					rx="4"
-					fill="rgba(239, 68, 68, 0.15)"
+					height={y1 - y0 - 16}
+					rx="6"
+					fill="rgba(239, 68, 68, 0.12)"
 					opacity={props.t() < props.loss.end ? 1 : 0.4}
 				/>
 				{/* Chase the chewing edge, unless that would fall off the right side. */}
-				<Show
-					when={props.art.kraken}
-					fallback={
-						<text x={to() + 26 > W ? from() - 24 : to() + 4} y={mid + 6} font-size="18">
-							🐙
-						</text>
-					}
-				>
-					{(sprite) => (
-						<SpriteView sprite={sprite()} t={props.t} x={to() + 30 > W ? from() - 16 : to() + 16} y={mid} size={28} />
-					)}
-				</Show>
+				<SpriteView sprite={ART.kraken} t={props.t} x={to() + 40 > W ? from() - 22 : to() + 22} y={mid} w={40} />
 			</Show>
 			<For each={props.packets}>
-				{(p) => <PacketView p={p} t={props.t} art={props.art} x={props.x(p.ts + FRAME / 2)} y0={y0} y1={y1} />}
+				{(p) => <PacketView p={p} t={props.t} x={props.x(p.ts + FRAME / 2)} y0={y0 + 4} y1={y1 - 4} />}
 			</For>
 		</g>
 	);
 }
 
-function PacketView(props: { p: Packet; t: Accessor<number>; art: Art; x: number; y0: number; y1: number }) {
+function PacketView(props: { p: Packet; t: Accessor<number>; x: number; y0: number; y1: number }) {
 	const lerp = (k: number) => props.y0 + (props.y1 - props.y0) * k;
 	const first = () => (props.t() - props.p.sent) / FLIGHT;
 	const rtx = () => (props.p.rtx === undefined ? -1 : (props.t() - props.p.rtx) / FLIGHT);
@@ -474,42 +451,43 @@ function PacketView(props: { p: Packet; t: Accessor<number>; art: Art; x: number
 	return (
 		<g>
 			<Show when={flying()}>
-				<Show
-					when={props.art.packet}
-					fallback={<circle cx={props.x} cy={lerp(first())} r="3" fill={props.p.lost ? COLOR.lost : COLOR.done} />}
-				>
-					{(sprite) => <SpriteView sprite={sprite()} t={props.t} x={props.x} y={lerp(first())} size={8} />}
-				</Show>
+				<circle cx={props.x} cy={lerp(first())} r="3.5" fill={props.p.lost ? COLOR.lost : COLOR.done} />
 			</Show>
 			<Show when={dead()}>
-				<Show
-					when={props.art.lost}
-					fallback={
-						<text
-							x={props.x}
-							y={lerp(0.5) + 4}
-							text-anchor="middle"
-							fill={COLOR.lost}
-							font-weight="bold"
-							opacity={fade()}
-						>
-							×
-						</text>
-					}
-				>
-					{(sprite) => (
-						<SpriteView sprite={sprite()} t={props.t} x={props.x} y={lerp(0.5)} size={10} opacity={fade()} />
-					)}
-				</Show>
+				<text x={props.x} y={lerp(0.5) + 4} text-anchor="middle" fill={COLOR.lost} font-weight="bold" opacity={fade()}>
+					×
+				</text>
 			</Show>
 			<Show when={rtx() >= 0 && rtx() <= 1}>
-				<Show
-					when={props.art.retransmit}
-					fallback={<circle cx={props.x} cy={lerp(rtx())} r="3" fill={COLOR.missing} />}
-				>
-					{(sprite) => <SpriteView sprite={sprite()} t={props.t} x={props.x} y={lerp(rtx())} size={8} />}
-				</Show>
+				<circle cx={props.x} cy={lerp(rtx())} r="3.5" fill={COLOR.missing} />
 			</Show>
 		</g>
 	);
 }
+
+// The bottom lane's reply, in a speech bubble pointing back at its avatar.
+function Bubble(props: { reply: Panel["reply"]; t: Accessor<number> }) {
+	const color = props.reply.good ? COLOR.done : COLOR.lost;
+	// SVG text can't be measured before render; ~7.5 units per character at 13px is close enough.
+	const w = props.reply.text.length * 7.5 + 28;
+	const x = GUTTER;
+	const y = BUBBLE_Y;
+
+	return (
+		<g opacity={props.t() >= props.reply.at ? 1 : 0} style={{ transition: "opacity 0.3s" }}>
+			<path
+				d={`M${x + 12} ${y} L${x - 8} ${y - 10} L${x + 26} ${y}`}
+				fill={COLOR.track}
+				stroke={color}
+				stroke-width="1.5"
+				stroke-linejoin="round"
+			/>
+			<rect x={x} y={y} width={w} height={BUBBLE_H} rx="12" fill={COLOR.track} stroke={color} stroke-width="1.5" />
+			{/* Hide the tail's base where it meets the bubble. */}
+			<line x1={x + 13} x2={x + 25} y1={y} y2={y} stroke={COLOR.track} stroke-width="2.5" />
+			<text x={x + 14} y={y + BUBBLE_H / 2 + 5} fill={COLOR.text} font-size="13">
+				{props.reply.text}
+			</text>
+		</g>
+	);
+}
diff --git a/src/components/voice/stt.tsx b/src/components/voice/stt.tsx
index fdf0a3c..9f86b3f 100644
--- a/src/components/voice/stt.tsx
+++ b/src/components/voice/stt.tsx
@@ -1,5 +1,5 @@
 // Speech-to-text: a human talks at human speed, the AI listens over a lossy network.
-import { type Art, Diagram, type Panel } from "./diagram";
+import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
 const WORDS = [
@@ -57,24 +57,26 @@ function panel(retransmit: boolean): Panel {
 		bottom: { who: "ai", words: WORDS, segments: heard, note },
 		packets,
 		loss: LOSS,
-		result: retransmit
-			? { at: finished + 0.3, text: "🤖 “Paris.”", good: true }
-			: { at: finished + 0.3, text: "🤖 “Sorry, you broke up. Can you repeat that?”", good: false },
+		reply: retransmit
+			? { at: finished + 0.3, text: "“Paris.”", good: true }
+			: { at: finished + 0.3, text: "“Sorry, you broke up. Can you repeat that?”", good: false },
 	};
 }
 
-const PANELS = [panel(false), panel(true)];
-const END = Math.max(...PANELS.map((p) => p.result.at)) + 0.5;
+const PANELS = { webrtc: panel(false), moq: panel(true) };
 
-export default function SpeechToText(props: { art?: Art }) {
+const LABELS = {
+	webrtc: "Speech-to-text over WebRTC: packet loss erases a word, so the AI asks you to repeat yourself.",
+	moq: "Speech-to-text over MoQ: lost audio is retransmitted, and the AI catches up before you finish talking.",
+};
+
+export default function SpeechToText(props: { transport: "webrtc" | "moq" }) {
 	return (
 		<Diagram
 			axis={AXIS}
-			end={END}
-			panels={PANELS}
-			art={props.art}
+			panel={PANELS[props.transport]}
 			legend={{ done: "spoken / understood", have: "received, not yet understood" }}
-			label="Speech-to-text over WebRTC vs MoQ: packet loss erases a word over WebRTC, while MoQ retransmits it and the AI catches up before you finish talking."
+			label={LABELS[props.transport]}
 		/>
 	);
 }
diff --git a/src/components/voice/tts.tsx b/src/components/voice/tts.tsx
index 2367314..9e7ba4b 100644
--- a/src/components/voice/tts.tsx
+++ b/src/components/voice/tts.tsx
@@ -1,5 +1,5 @@
 // Text-to-speech: the AI talks faster than real-time, the human listens at human speed.
-import { type Art, Diagram, type Panel } from "./diagram";
+import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
 const WORDS = [
@@ -74,24 +74,26 @@ function panel(moq: boolean): Panel {
 		bottom: { who: "you", words: WORDS, segments: heard, note: buffered },
 		packets,
 		loss,
-		result: moq
-			? { at: finished + 0.2, text: "🧑 “Rude, but fair.”", good: true }
-			: { at: finished + 0.2, text: "🧑 “Sorry, you broke up. Can you repeat that?”", good: false },
+		reply: moq
+			? { at: finished + 0.2, text: "“Rude, but fair.”", good: true }
+			: { at: finished + 0.2, text: "“Sorry, you broke up. Can you repeat that?”", good: false },
 	};
 }
 
-const PANELS = [panel(false), panel(true)];
-const END = AXIS + DELAY + 0.7;
+const PANELS = { webrtc: panel(false), moq: panel(true) };
 
-export default function TextToSpeech(props: { art?: Art }) {
+const LABELS = {
+	webrtc: "Text-to-speech over WebRTC: audio is sent at human speed, and packet loss erases words.",
+	moq: "Text-to-speech over MoQ: audio is sent ahead and buffered, so retransmits arrive before playback needs them.",
+};
+
+export default function TextToSpeech(props: { transport: "webrtc" | "moq" }) {
 	return (
 		<Diagram
 			axis={AXIS}
-			end={END}
-			panels={PANELS}
-			art={props.art}
+			panel={PANELS[props.transport]}
 			legend={{ done: "sent / played", have: "generated / buffered" }}
-			label="Text-to-speech over WebRTC vs MoQ: WebRTC sends at human speed and packet loss erases a word, while MoQ sends ahead, buffers, and retransmits before playback needs it."
+			label={LABELS[props.transport]}
 		/>
 	);
 }
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index b475662..4901dd7 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -190,7 +190,9 @@ I need to explain *how* MoQ is better than bread.
 
 ## Text-to-Speech
 
-<TextToSpeech client:visible />
+<TextToSpeech transport="webrtc" client:visible />
+
+<TextToSpeech transport="moq" client:visible />
 
 ## Latency Budgets
 A strawman might ask: "isn't lower latency always better?"
@@ -280,7 +282,9 @@ But voice AI agent require context.
 `What is le capital ...`, with the last word missing, is not enough context.
 It can fill the blanks much of the time, but every ambiguity hurts the accuracy.
 
-<SpeechToText client:visible />
+<SpeechToText transport="webrtc" client:visible />
+
+<SpeechToText transport="moq" client:visible />
 
 
 ## Speech-to-Speech Fixes Everything

From 43e14ec2c864b33dbc4d841ca68724143dac631c Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Sun, 4 Oct 2026 19:05:14 -0700
Subject: [PATCH 03/33] Use a kraken example in the voice diagrams

The kraken from "On a Boat" eats the words that matter: "away from" in the
prompt and "don't, I repeat, DON'T" in the reply, so WebRTC flips the meaning
instead of just garbling it.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/voice/stt.tsx                  | 23 ++++++-------
 src/components/voice/tts.tsx                  | 33 +++++++++++--------
 .../blog/webrtc-is-still-the-problem.mdx      |  4 +--
 3 files changed, 33 insertions(+), 27 deletions(-)

diff --git a/src/components/voice/stt.tsx b/src/components/voice/stt.tsx
index 9f86b3f..57e2f00 100644
--- a/src/components/voice/stt.tsx
+++ b/src/components/voice/stt.tsx
@@ -3,16 +3,17 @@ import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
 const WORDS = [
-	{ text: "What", start: 0.1, end: 0.5 },
-	{ text: "is", start: 0.6, end: 0.8 },
-	{ text: "le", start: 0.9, end: 1.1 },
-	{ text: "capital", start: 1.3, end: 2.0 },
-	{ text: "of", start: 2.1, end: 2.3 },
-	{ text: "France?", start: 2.5, end: 3.3 },
+	{ text: "Captain,", start: 0.1, end: 0.6 },
+	{ text: "steer", start: 0.75, end: 1.05 },
+	{ text: "away", start: 1.2, end: 1.55 },
+	{ text: "from", start: 1.65, end: 1.9 },
+	{ text: "the", start: 2.1, end: 2.3 },
+	{ text: "kraken!", start: 2.4, end: 3.0 },
 ];
 
-const AXIS = 3.4;
-const LOSS = { start: 1.3, end: 2.4 };
+const AXIS = 3.1;
+// The kraken eats exactly "away from", which flips the meaning.
+const LOSS = { start: 1.3, end: 2.05 };
 
 // How much faster than real-time the model can chew through buffered audio.
 // Real models are much faster; 4x keeps the catch-up visible.
@@ -58,15 +59,15 @@ function panel(retransmit: boolean): Panel {
 		packets,
 		loss: LOSS,
 		reply: retransmit
-			? { at: finished + 0.3, text: "“Paris.”", good: true }
-			: { at: finished + 0.3, text: "“Sorry, you broke up. Can you repeat that?”", good: false },
+			? { at: finished + 0.3, text: "“Aye, hard to starboard!”", good: true }
+			: { at: finished + 0.3, text: "“Aye, steering into the kraken. 🫡”", good: false },
 	};
 }
 
 const PANELS = { webrtc: panel(false), moq: panel(true) };
 
 const LABELS = {
-	webrtc: "Speech-to-text over WebRTC: packet loss erases a word, so the AI asks you to repeat yourself.",
+	webrtc: "Speech-to-text over WebRTC: packet loss eats “away from”, so the AI steers into the kraken.",
 	moq: "Speech-to-text over MoQ: lost audio is retransmitted, and the AI catches up before you finish talking.",
 };
 
diff --git a/src/components/voice/tts.tsx b/src/components/voice/tts.tsx
index 9e7ba4b..17bf4f4 100644
--- a/src/components/voice/tts.tsx
+++ b/src/components/voice/tts.tsx
@@ -3,19 +3,23 @@ import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
 const WORDS = [
-	{ text: "Paris.", start: 0.1, end: 0.6 },
-	{ text: "Obviously.", start: 0.9, end: 1.6 },
-	{ text: "Did", start: 2.0, end: 2.2 },
-	{ text: "you", start: 2.3, end: 2.5 },
-	{ text: "even", start: 2.6, end: 2.9 },
-	{ text: "try", start: 3.0, end: 3.2 },
-	{ text: "googling", start: 3.3, end: 3.8 },
-	{ text: "it?", start: 3.9, end: 4.2 },
+	{ text: "The", start: 0.05, end: 0.2 },
+	{ text: "kraken", start: 0.35, end: 0.8 },
+	{ text: "is", start: 0.85, end: 0.95 },
+	{ text: "friendly.", start: 1.0, end: 1.6 },
+	{ text: "Just", start: 1.85, end: 2.1 },
+	{ text: "don't,", start: 2.2, end: 2.55 },
+	{ text: "I", start: 2.7, end: 2.8 },
+	{ text: "repeat,", start: 2.85, end: 3.35 },
+	{ text: "DON'T", start: 3.5, end: 3.95 },
+	{ text: "poke", start: 4.1, end: 4.4 },
+	{ text: "it.", start: 4.45, end: 4.7 },
 ];
 
-const AXIS = 4.3;
-// The same stretch of audio is lost on both transports, by media timestamp, so they lose the same words.
-const LOST = { start: 0.7, end: 2.5 };
+const AXIS = 4.8;
+// The same stretch of audio is lost on both transports, by media timestamp, so they lose the same words:
+// "don't, I repeat, DON'T", leaving "Just … poke it."
+const LOST = { start: 2.2, end: 4.0 };
 
 const GENERATE = 10; // the model speaks 10x faster than real-time
 const THROUGHPUT = 3; // MoQ sends as fast as the (congested) network allows
@@ -75,15 +79,16 @@ function panel(moq: boolean): Panel {
 		packets,
 		loss,
 		reply: moq
-			? { at: finished + 0.2, text: "“Rude, but fair.”", good: true }
-			: { at: finished + 0.2, text: "“Sorry, you broke up. Can you repeat that?”", good: false },
+			? { at: finished + 0.2, text: "“Wasn’t gonna.”", good: true }
+			: { at: finished + 0.2, text: "*pokes the kraken*", good: false },
 	};
 }
 
 const PANELS = { webrtc: panel(false), moq: panel(true) };
 
 const LABELS = {
-	webrtc: "Text-to-speech over WebRTC: audio is sent at human speed, and packet loss erases words.",
+	webrtc:
+		"Text-to-speech over WebRTC: audio is sent at human speed, and packet loss eats “don't, I repeat, DON'T”, leaving “just poke it”.",
 	moq: "Text-to-speech over MoQ: audio is sent ahead and buffered, so retransmits arrive before playback needs them.",
 };
 
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 4901dd7..a78e15b 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -273,13 +273,13 @@ They yearn to be useful.
 ## I Require Context
 The problem arises when your AI model and network **disagree on the latency budget**.
 
-Suppose you ask the question: `What is le capital of France?`
+Suppose you yell: `Captain, steer away from the kraken!`
 
 WebRTC has a hyper-aggressive latency budget. 
 It will drop arbitrary audio packets to keep latency real-time.
 
 But voice AI agent require context.
-`What is le capital ...`, with the last word missing, is not enough context.
+`Captain, steer ... the kraken!`, with two words missing, means the exact opposite.
 It can fill the blanks much of the time, but every ambiguity hurts the accuracy.
 
 <SpeechToText transport="webrtc" client:visible />

From c1aa736fd04739d37ca66efecd26e5aafd8ee7cd Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Sun, 4 Oct 2026 20:14:59 -0700
Subject: [PATCH 04/33] Go back to le capital of France, with better replies

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/voice/stt.tsx                  | 23 ++++++-------
 src/components/voice/tts.tsx                  | 34 +++++++++----------
 .../blog/webrtc-is-still-the-problem.mdx      |  4 +--
 3 files changed, 29 insertions(+), 32 deletions(-)

diff --git a/src/components/voice/stt.tsx b/src/components/voice/stt.tsx
index 57e2f00..06262d8 100644
--- a/src/components/voice/stt.tsx
+++ b/src/components/voice/stt.tsx
@@ -3,17 +3,16 @@ import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
 const WORDS = [
-	{ text: "Captain,", start: 0.1, end: 0.6 },
-	{ text: "steer", start: 0.75, end: 1.05 },
-	{ text: "away", start: 1.2, end: 1.55 },
-	{ text: "from", start: 1.65, end: 1.9 },
-	{ text: "the", start: 2.1, end: 2.3 },
-	{ text: "kraken!", start: 2.4, end: 3.0 },
+	{ text: "What", start: 0.1, end: 0.5 },
+	{ text: "is", start: 0.6, end: 0.8 },
+	{ text: "le", start: 0.9, end: 1.1 },
+	{ text: "capital", start: 1.3, end: 2.0 },
+	{ text: "of", start: 2.1, end: 2.3 },
+	{ text: "France?", start: 2.5, end: 3.3 },
 ];
 
-const AXIS = 3.1;
-// The kraken eats exactly "away from", which flips the meaning.
-const LOSS = { start: 1.3, end: 2.05 };
+const AXIS = 3.4;
+const LOSS = { start: 1.3, end: 2.4 };
 
 // How much faster than real-time the model can chew through buffered audio.
 // Real models are much faster; 4x keeps the catch-up visible.
@@ -59,15 +58,15 @@ function panel(retransmit: boolean): Panel {
 		packets,
 		loss: LOSS,
 		reply: retransmit
-			? { at: finished + 0.3, text: "“Aye, hard to starboard!”", good: true }
-			: { at: finished + 0.3, text: "“Aye, steering into the kraken. 🫡”", good: false },
+			? { at: finished + 0.3, text: "“Paris. Also, it’s la capitale.”", good: true }
+			: { at: finished + 0.3, text: "“Le croissant of France? Buttery, flaky, 10/10.”", good: false },
 	};
 }
 
 const PANELS = { webrtc: panel(false), moq: panel(true) };
 
 const LABELS = {
-	webrtc: "Speech-to-text over WebRTC: packet loss eats “away from”, so the AI steers into the kraken.",
+	webrtc: "Speech-to-text over WebRTC: packet loss erases “capital”, so the AI guesses le croissant.",
 	moq: "Speech-to-text over MoQ: lost audio is retransmitted, and the AI catches up before you finish talking.",
 };
 
diff --git a/src/components/voice/tts.tsx b/src/components/voice/tts.tsx
index 17bf4f4..266907c 100644
--- a/src/components/voice/tts.tsx
+++ b/src/components/voice/tts.tsx
@@ -3,23 +3,22 @@ import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
 const WORDS = [
-	{ text: "The", start: 0.05, end: 0.2 },
-	{ text: "kraken", start: 0.35, end: 0.8 },
-	{ text: "is", start: 0.85, end: 0.95 },
-	{ text: "friendly.", start: 1.0, end: 1.6 },
-	{ text: "Just", start: 1.85, end: 2.1 },
-	{ text: "don't,", start: 2.2, end: 2.55 },
-	{ text: "I", start: 2.7, end: 2.8 },
-	{ text: "repeat,", start: 2.85, end: 3.35 },
-	{ text: "DON'T", start: 3.5, end: 3.95 },
-	{ text: "poke", start: 4.1, end: 4.4 },
-	{ text: "it.", start: 4.45, end: 4.7 },
+	{ text: "Paris.", start: 0.1, end: 0.6 },
+	{ text: "Bring", start: 0.85, end: 1.15 },
+	{ text: "lots", start: 1.2, end: 1.45 },
+	{ text: "of", start: 1.5, end: 1.6 },
+	{ text: "le", start: 1.65, end: 1.8 },
+	{ text: "capital", start: 1.85, end: 2.35 },
+	{ text: "though,", start: 2.4, end: 2.8 },
+	{ text: "it's", start: 3.0, end: 3.2 },
+	{ text: "très", start: 3.25, end: 3.5 },
+	{ text: "expensive.", start: 3.55, end: 4.2 },
 ];
 
-const AXIS = 4.8;
+const AXIS = 4.3;
 // The same stretch of audio is lost on both transports, by media timestamp, so they lose the same words:
-// "don't, I repeat, DON'T", leaving "Just … poke it."
-const LOST = { start: 2.2, end: 4.0 };
+// "lots of le capital though", leaving "Bring … it's très expensive."
+const LOST = { start: 1.2, end: 2.85 };
 
 const GENERATE = 10; // the model speaks 10x faster than real-time
 const THROUGHPUT = 3; // MoQ sends as fast as the (congested) network allows
@@ -79,16 +78,15 @@ function panel(moq: boolean): Panel {
 		packets,
 		loss,
 		reply: moq
-			? { at: finished + 0.2, text: "“Wasn’t gonna.”", good: true }
-			: { at: finished + 0.2, text: "*pokes the kraken*", good: false },
+			? { at: finished + 0.2, text: "“Ha, le pun.”", good: true }
+			: { at: finished + 0.2, text: "“Bring what?!”", good: false },
 	};
 }
 
 const PANELS = { webrtc: panel(false), moq: panel(true) };
 
 const LABELS = {
-	webrtc:
-		"Text-to-speech over WebRTC: audio is sent at human speed, and packet loss eats “don't, I repeat, DON'T”, leaving “just poke it”.",
+	webrtc: "Text-to-speech over WebRTC: audio is sent at human speed, and packet loss erases “lots of le capital”.",
 	moq: "Text-to-speech over MoQ: audio is sent ahead and buffered, so retransmits arrive before playback needs them.",
 };
 
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index a78e15b..4901dd7 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -273,13 +273,13 @@ They yearn to be useful.
 ## I Require Context
 The problem arises when your AI model and network **disagree on the latency budget**.
 
-Suppose you yell: `Captain, steer away from the kraken!`
+Suppose you ask the question: `What is le capital of France?`
 
 WebRTC has a hyper-aggressive latency budget. 
 It will drop arbitrary audio packets to keep latency real-time.
 
 But voice AI agent require context.
-`Captain, steer ... the kraken!`, with two words missing, means the exact opposite.
+`What is le capital ...`, with the last word missing, is not enough context.
 It can fill the blanks much of the time, but every ambiguity hurts the accuracy.
 
 <SpeechToText transport="webrtc" client:visible />

From 87da6d4ffe61bf13fa1428e839105b38c3bd6418 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Sun, 4 Oct 2026 20:31:52 -0700
Subject: [PATCH 05/33] Plainer replies for the voice diagrams

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/voice/stt.tsx |  6 +++---
 src/components/voice/tts.tsx | 33 ++++++++++++++++-----------------
 2 files changed, 19 insertions(+), 20 deletions(-)

diff --git a/src/components/voice/stt.tsx b/src/components/voice/stt.tsx
index 06262d8..cf9e063 100644
--- a/src/components/voice/stt.tsx
+++ b/src/components/voice/stt.tsx
@@ -58,15 +58,15 @@ function panel(retransmit: boolean): Panel {
 		packets,
 		loss: LOSS,
 		reply: retransmit
-			? { at: finished + 0.3, text: "“Paris. Also, it’s la capitale.”", good: true }
-			: { at: finished + 0.3, text: "“Le croissant of France? Buttery, flaky, 10/10.”", good: false },
+			? { at: finished + 0.3, text: "“Paris.”", good: true }
+			: { at: finished + 0.3, text: "“France is a country in Western Europe.”", good: false },
 	};
 }
 
 const PANELS = { webrtc: panel(false), moq: panel(true) };
 
 const LABELS = {
-	webrtc: "Speech-to-text over WebRTC: packet loss erases “capital”, so the AI guesses le croissant.",
+	webrtc: "Speech-to-text over WebRTC: packet loss erases “capital”, so the AI answers the wrong question.",
 	moq: "Speech-to-text over MoQ: lost audio is retransmitted, and the AI catches up before you finish talking.",
 };
 
diff --git a/src/components/voice/tts.tsx b/src/components/voice/tts.tsx
index 266907c..c7d941f 100644
--- a/src/components/voice/tts.tsx
+++ b/src/components/voice/tts.tsx
@@ -3,22 +3,21 @@ import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
 const WORDS = [
-	{ text: "Paris.", start: 0.1, end: 0.6 },
-	{ text: "Bring", start: 0.85, end: 1.15 },
-	{ text: "lots", start: 1.2, end: 1.45 },
-	{ text: "of", start: 1.5, end: 1.6 },
-	{ text: "le", start: 1.65, end: 1.8 },
-	{ text: "capital", start: 1.85, end: 2.35 },
-	{ text: "though,", start: 2.4, end: 2.8 },
-	{ text: "it's", start: 3.0, end: 3.2 },
-	{ text: "très", start: 3.25, end: 3.5 },
-	{ text: "expensive.", start: 3.55, end: 4.2 },
+	{ text: "Paris.", start: 0.1, end: 0.61 },
+	{ text: "It's", start: 0.93, end: 1.27 },
+	{ text: "been", start: 1.44, end: 1.78 },
+	{ text: "the", start: 1.95, end: 2.21 },
+	{ text: "capital", start: 2.38, end: 2.98 },
+	{ text: "for", start: 3.15, end: 3.41 },
+	{ text: "a", start: 3.58, end: 3.73 },
+	{ text: "thousand", start: 3.9, end: 4.58 },
+	{ text: "years.", start: 4.75, end: 5.26 },
 ];
 
-const AXIS = 4.3;
+const AXIS = 5.4;
 // The same stretch of audio is lost on both transports, by media timestamp, so they lose the same words:
-// "lots of le capital though", leaving "Bring … it's très expensive."
-const LOST = { start: 1.2, end: 2.85 };
+// "been the capital for", leaving "It's … a thousand years."
+const LOST = { start: 1.4, end: 3.45 };
 
 const GENERATE = 10; // the model speaks 10x faster than real-time
 const THROUGHPUT = 3; // MoQ sends as fast as the (congested) network allows
@@ -58,7 +57,7 @@ function panel(moq: boolean): Panel {
 
 	const buffered = (t: number) => {
 		const playhead = head(heard, t);
-		if (playhead <= 0 || playhead >= AXIS) return undefined;
+		if (playhead <= 0 || playhead >= AXIS - 0.01) return undefined;
 		let edge = playhead;
 		for (const s of heard) {
 			if (s.ts + FRAME <= playhead) continue;
@@ -78,15 +77,15 @@ function panel(moq: boolean): Panel {
 		packets,
 		loss,
 		reply: moq
-			? { at: finished + 0.2, text: "“Ha, le pun.”", good: true }
-			: { at: finished + 0.2, text: "“Bring what?!”", good: false },
+			? { at: finished + 0.2, text: "“Huh, I didn’t know that.”", good: true }
+			: { at: finished + 0.2, text: "“Sorry, you cut out. It’s what?”", good: false },
 	};
 }
 
 const PANELS = { webrtc: panel(false), moq: panel(true) };
 
 const LABELS = {
-	webrtc: "Text-to-speech over WebRTC: audio is sent at human speed, and packet loss erases “lots of le capital”.",
+	webrtc: "Text-to-speech over WebRTC: audio is sent at human speed, and packet loss erases half the sentence.",
 	moq: "Text-to-speech over MoQ: audio is sent ahead and buffered, so retransmits arrive before playback needs them.",
 };
 

From d127159098891ac34926ffc7489a3b53eaab11a3 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Tue, 6 Oct 2026 16:05:32 -0700
Subject: [PATCH 06/33] WIP

---
 .../blog/webrtc-is-still-the-problem.mdx      | 127 +++++++++++-------
 1 file changed, 81 insertions(+), 46 deletions(-)

diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 4901dd7..0fd03ba 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -24,7 +24,7 @@ I yearn for a **follow-up**.
 
 ## Hot Take Alert
 Let's say you're a professional prompter working on a voice AI product.\
-Let's say you're both making and burning an obscene amount of cash.\
+Let's say you're both making and burning an obscene amount of cash. (I'll take some)\
 Let's say one of your users vocalizes: `what is le capital of France?`
 
 If your AI ever replies with:
@@ -33,11 +33,8 @@ If your AI ever replies with:
 **You fucked up**. 
 You picked WebRTC for voice AI.
 
-## I Require Context
-Let's philosophize for a bit.
-Pretend like we still have independent thought.
-
-You boot up your favorite application: Codex™. You click on the microphone and grunt:
+## The Speed of You
+You boot up your favorite application: ChatGPT™. You click on the microphone and grunt:
 > What is le capital of France?
 
 **OH NO**, suddenly a surprise **kraken attacken**!
@@ -45,40 +42,35 @@ It nibbles on some underwater cable.
 Some of your packets are lost.
 All too common I'm afraid.
 
-Fortunately, **we don't need all of the context**.
-Our brains are designed to work wth incomplete audio and fill in the blanks:
-
-`What ... capital ... France?` is understandable.\
-`.... ... capital ... France?` is decipherable. \
-`What ... ....... ... France?` is **not enough context**.
-
-(what is France?)
+<SpeechToText transport="webrtc" client:visible />
 
 WebRTC is designed for conference calls, aka real humans and real voices.
-It takes advantage of this principle and will not retransmit audio packets.
+It is hyper aggressive any will drop any late audio packets to keep latency *real-time*.
 Just like Leonardo Dicaprio, anything above 30ms is too old.
 
-To understand why, we must first understand **TIME ITSELF**.
+**Why?**
 
-## Clocks and Rates
 We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
-Our neurons can only fire so fast.
-We need an IP drip of audio.
+Our neurons can only fire so fast and we don't want to overwhelm them with a surge of audio packets.
+
+But this kind of sucks as a product. 
+You walk out of wifi range, hit a cellular dead zone, or starlink terminal switches satellites.
+Oops, your tokens are now wasted, or worse, **AI tries to guess what you said**.
 
-WebRTC caters to the flesh.
-It drips out packets at a steady rate.
-It drops our packets at a steady rate.
+Are we doomed to this mediocrity?
 
-But **wake up old man**, it's not 2020 any longer.
+## Clock That Solder Boy
+Of course not.
+**Wake up old man**, it's not 2020 any longer.
 The internet is no longer for our flabby lips.
 
 Our robot overlords produce/consume audio based on a **silicon clock rate**.
 We shoved electricity into a rock and now it can read and narrate a library of audio books in minutes.
 What a time to be alive.
 
-Voice agents can **hear and speak** audio faster than real-time.
-Hearing from 5 seconds ago at 20x the speed? No problem.\
-Speaking 30 seconds in advance at 20x the speed? No problem.
+Voice agents can **hear and speak** audio faster than real-time.\
+Listening at 20x the speed? No problem.\
+Speaking at 20x the speed? No problem.
 
 **Humans are the problem.**\
 We speak too slowly, so **speech-to-text** has to wait for us.\
@@ -86,45 +78,88 @@ We hear too slowly, so **text-to-speech** has to wait for us.
 
 Those poor robots.
 
+## I Require Context
+When it comes to LLMs, latency budgets are overblown.
+Any AI usually needs a full sentence before it can reasonably do anything with a prompt.
+
+Those poor packets that were attacken by the kraken?
+We actually had *seconds* to retransmit them with no latency penalty.
+The AI agent can process faster than real-time to catch up.
 
-## Gotta Go Fast
-Back to grunting: `What is le capital of France?`
-It takes 4 seconds for you to utter *those fateful words*.
+And audio is *tiny*.
+1s of Opus @ 64Kbps is 6 UDP packets.
+We have **literal seconds** to retransmit **6 packets** and avoid any user impact.
 
-**BUT OH NO** another **kraken attacken**!
-The first 1 second of packets are lost.
-Like we established earlier, WebRTC will just give up.
-Your `What`, and thus your context, is lost to the emptiness of the void.
+So that's what Mr. MoQ does.
+
+<SpeechToText transport="moq" client:visible />
+
+All the context arrives and our model we spent billions on no longer has to guess.
+
+## Not Just Mics
+Guess what? 
+WebRTC doesn't just suck for SST, it also sucks for TTS.
 
-I'm sorry for your ,̶'̶,̶|̶'̶,̶'̶_̶
 
-**But why give up?**
+WebRTC renders audio (and video) based on **when it arrives**.
+I wish I was kidding, there's a timestamp on the wire for each frame but it's more-or-less ignored.
+
+That's quite unfortunate because TTS is generated faster than real-time.
+In order to play back audio at the correct time, you **need to sleep before transmitting each packet**.
+
+And those packets can be lost, will never be retransmitted, tokens burned, yada yada.
+
+<TextToSpeech transport="webrtc" client:visible />
 
-- We have **3 seconds** until the word `Paris` is uttered.
-- We have **3 seconds** to **repair the context** before it is useful.
-- We have **3 seconds** to retransmit literally **6 IP packets**. (Opus @ 64Kb/s)
+When the kraken attacken, there's no coming backen.
+
+## Random Access Memory
+The solution is to **faster than real-time**.
+
+**WELCOME TO THE FUTURE**.
+
+**RAM** has this amazing property of being stupidly expensive.
+And being able to store stuff locally.
+Instead of sleeping before transmitting, we sleep before playing back.
+
+<TextToSpeech transport="moq" client:visible />
+
+If you've watched any media in the last couple of decades, this is obvious.
+It's how the Youtubes keeps playing even when you lose network connectivity.
+We can do the same thing for your *sick* baking recipe.
+
+And don't you fret, 2 minutes of audio is only 1MB.
+We're never going to approach Chrome levels of usage here.
+
+**Disclaimer**: this behavior is not IETF standardized.
+It's something only my [moq.dev](https://moq.dev) clients (and thus Pipecat) support.
+Be my guest if you want to argue with Cisco.
 
-If we manage to accomplish this **herculean feat**, mr voice AI can process faster than real-time.
-The user will notice zero impact to the latency or quality of the response.
 
 ## Enter the Antagonist
 Then why is [OpenAI using WebRTC](https://openai.com/index/delivering-low-latency-voice-ai-at-scale/)?
 
-It seems like a no-brainer.
 WebRTC is the state of the art for real-time, conversational audio.
 And its available in every browser via [libwebrtc](https://webrtc.googlesource.com/src), a C++ monolith maintained by Google.
 
-**WebRTC is the Google Meet client**.
+**WebRTC *is* the Google Meet client**.
+
 It is designed specifically for their conferencing product, not their voice AI product, and certainly not your product.
-While there is a [disgusting WebRTC standard](https://webrtchacks.com/sdp-anatomy/), it's kind of irrelevant.
-If you want browser support, the only thing that matters is what **Google has decided to implement**.
+That's why it's hard-wired for **human latency**.
+
+If you want browser support, you can only use what **Google has decided to implement**.
+It doesn't matter what's in the [gross standard](https://webrtchacks.com/sdp-anatomy/).
+
+**Fun Fact**: This is why every other conferencing app recommends a native client.
+Otherwise, they can only reach parity with Google Meet *at best*.
+
+## Fix It Fix It Fix It
+
 
 And if you don't want browser support, make your own protocol over UDP.
 **Fun Fact**: This is why every other conferencing app recommends a native client.
 Otherwise, they can only reach parity with Google Meet *at best*.
 
-The problem is that Google Meet, and thus `libwebrtc`, and thus WebRTC, is **hard-wired for human latency**.
-It's a fixable problem, but not by you.
 
 ## A Better Transport
 So that's your hyper deluxe OpenAI voice AI model, after billions invested, has the audacity to ask: 

From f429c0eb4792f6bb98297af858db82fa042e89b6 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Thu, 15 Oct 2026 16:29:48 -0700
Subject: [PATCH 07/33] Wow

---
 .../blog/webrtc-is-still-the-problem.mdx      | 569 +++++++-----------
 1 file changed, 218 insertions(+), 351 deletions(-)

diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 0fd03ba..a72c0f5 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -10,21 +10,22 @@ date: 2026-07-31
 import SpeechToText from "@/components/voice/stt";
 import TextToSpeech from "@/components/voice/tts";
 import VoiceDemo from "@/components/voice-demo.astro";
+import Author from "@/components/author.astro";
 
 # OpenAI still has a WebRTC Problem
-On a previous episode, I [flammed OpenAI for using WebRTC](/blog/webrtc-is-the-problem) and it went [viral on Hacker News](https://news.ycombinator.com/item?id=48051951).
+On a previous episode, [I flammed OpenAI for using WebRTC](/blog/webrtc-is-the-problem) and it went [viral on Hacker News](https://news.ycombinator.com/item?id=48051951).
 
 **thx**
 
 A huge shoutout to Sean DuBois and Justin Uberti (WebRTC **experts** at OpenAI) for reaching out after my unhinged rant.
 You could have just said `@kixelated ur dumb` but you didn't.
 
-Anyway, my divinely anointed crusade against WebRTC is not over.
-I yearn for a **follow-up**.
+Alas, my divinely anointed crusade against WebRTC is not over.
+deus vult
 
 ## Hot Take Alert
-Let's say you're a professional prompter working on a voice AI product.\
-Let's say you're both making and burning an obscene amount of cash. (I'll take some)\
+Let's say you're a vibe coder at a frontier lab working on a voice AI product.\
+Let's say you're making (and burning) an obscene amount of cash.\
 Let's say one of your users vocalizes: `what is le capital of France?`
 
 If your AI ever replies with:
@@ -37,27 +38,31 @@ You picked WebRTC for voice AI.
 You boot up your favorite application: ChatGPT™. You click on the microphone and grunt:
 > What is le capital of France?
 
-**OH NO**, suddenly a surprise **kraken attacken**!
-It nibbles on some underwater cable.
-Some of your packets are lost.
+**OH NO**, hypothetical sudden **packet loss**.
+A kraken nibbles on some underwater cable.
 All too common I'm afraid.
 
-<SpeechToText transport="webrtc" client:visible />
-
 WebRTC is designed for conference calls, aka real humans and real voices.
-It is hyper aggressive any will drop any late audio packets to keep latency *real-time*.
+It is hyper aggressive any will drop any late audio packets to keep latency **real-time**.
 Just like Leonardo Dicaprio, anything above 30ms is too old.
 
-**Why?**
+<SpeechToText transport="webrtc" client:visible />
+
+**But why?**
+
+WebRTC *could* detect packet loss and retransmit.
+That's what TCP does after all, and it powers most of the internet.
+But WebRTC will never retransmit audio for **product reasons**.
 
 We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
-Our neurons can only fire so fast and we don't want to overwhelm them with a surge of audio packets.
+Retransmitted audio packets will be delayed, either introducing latency, or a burst of audio.
+Our neurons can only fire so fast and don't want to process time shifts.
 
-But this kind of sucks as a product. 
+But this kind of sucks for a **voice AI product**. 
 You walk out of wifi range, hit a cellular dead zone, or starlink terminal switches satellites.
-Oops, your tokens are now wasted, or worse, **AI tries to guess what you said**.
+Oops, your **tokens are wasted**, or worse, **AI tries to guess what you said**.
 
-Are we doomed to this mediocrity?
+Are we doomed to mediocrity?
 
 ## Clock That Solder Boy
 Of course not.
@@ -65,7 +70,7 @@ Of course not.
 The internet is no longer for our flabby lips.
 
 Our robot overlords produce/consume audio based on a **silicon clock rate**.
-We shoved electricity into a rock and now it can read and narrate a library of audio books in minutes.
+We shoved electricity into a rock and now it can read a library in minutes.
 What a time to be alive.
 
 Voice agents can **hear and speak** audio faster than real-time.\
@@ -76,36 +81,53 @@ Speaking at 20x the speed? No problem.
 We speak too slowly, so **speech-to-text** has to wait for us.\
 We hear too slowly, so **text-to-speech** has to wait for us.
 
-Those poor robots.
+WebRTC is designed for humans.
+These poor robots are being held back by our mediocrity.
 
 ## I Require Context
-When it comes to LLMs, latency budgets are overblown.
-Any AI usually needs a full sentence before it can reasonably do anything with a prompt.
+When it comes to LLMs, latency budgets get **weird**.
 
-Those poor packets that were attacken by the kraken?
-We actually had *seconds* to retransmit them with no latency penalty.
-The AI agent can process faster than real-time to catch up.
+Normally you would think of **latency** as the amount of time it takes for a grunt to traverse a tin can.
+However, that's not quite true for AI. 
+**LLMs are blocked on context**.
 
-And audio is *tiny*.
-1s of Opus @ 64Kbps is 6 UDP packets.
-We have **literal seconds** to retransmit **6 packets** and avoid any user impact.
+Let's go back to my dumb example:
+- What
+- What is
+- What is le
+- What is le capital
+- What is le capital of
+- What is le capital of **France?**
+
+If an LLM tries to answer my prompt **before** getting the full context, shit will suck.
+**France is le gatekeeper**, and everything before it is effectively buffered.
+The only latency that matters is the last packet of a sentence (in this example).
+
+Those poor packets that were attacken by the kraken?
+WebRTC actually had **seconds to retransmit** with no latency penalty.
+The AI agent can process **faster than real-time** to catch up.
+The end user (aka **YOU**) won't notice a thing.
 
 So that's what Mr. MoQ does.
 
 <SpeechToText transport="moq" client:visible />
 
-All the context arrives and our model we spent billions on no longer has to guess.
+It's not expensive either: audio is *tiny*.
+1s of Opus @ 64Kbps is 6 UDP packets.
+We have **literal seconds** to retransmit **6 packets** to avoid any user impact.
+
+**All the context arrives in time!**
+The model no longer has to guess, and it doesn't have to be trained on packet loss distortion either.
 
 ## Not Just Mics
 Guess what? 
 WebRTC doesn't just suck for SST, it also sucks for TTS.
 
-
 WebRTC renders audio (and video) based on **when it arrives**.
 I wish I was kidding, there's a timestamp on the wire for each frame but it's more-or-less ignored.
 
 That's quite unfortunate because TTS is generated faster than real-time.
-In order to play back audio at the correct time, you **need to sleep before transmitting each packet**.
+In order to play back audio at the correct time with WebRTC, voice AI needs to **sleep before transmitting each packet**.
 
 And those packets can be lost, will never be retransmitted, tokens burned, yada yada.
 
@@ -114,76 +136,82 @@ And those packets can be lost, will never be retransmitted, tokens burned, yada
 When the kraken attacken, there's no coming backen.
 
 ## Random Access Memory
-The solution is to **faster than real-time**.
-
-**WELCOME TO THE FUTURE**.
+**Welcome back to the future Marty**.
+We faster than real-time now.
 
 **RAM** has this amazing property of being stupidly expensive.
 And being able to store stuff locally.
-Instead of sleeping before transmitting, we sleep before playing back.
+You know, like audio that needs to be played over the speakers.
 
 <TextToSpeech transport="moq" client:visible />
 
-If you've watched any media in the last couple of decades, this is obvious.
-It's how the Youtubes keeps playing even when you lose network connectivity.
-We can do the same thing for your *sick* baking recipe.
+It's how the Youtubes keeps playing back video even when you lose network connectivity.
+MoQ does the same thing but for voice AI.
+Your *sick* baking recipe won't be subject to surprise congestion.
 
 And don't you fret, 2 minutes of audio is only 1MB.
-We're never going to approach Chrome levels of usage here.
+You're not going to buy a new stick of RAM.
 
 **Disclaimer**: this behavior is not IETF standardized.
 It's something only my [moq.dev](https://moq.dev) clients (and thus Pipecat) support.
-Be my guest if you want to argue with Cisco.
-
+Be my guest if you want to argue with Cisco and get it into the official standard.
 
 ## Enter the Antagonist
 Then why is [OpenAI using WebRTC](https://openai.com/index/delivering-low-latency-voice-ai-at-scale/)?
 
 WebRTC is the state of the art for real-time, conversational audio.
-And its available in every browser via [libwebrtc](https://webrtc.googlesource.com/src), a C++ monolith maintained by Google.
+Its available in every browser via [libwebrtc](https://webrtc.googlesource.com/src), a C++ monolith maintained by Google.
+It's so complicated and sophisticated that Safari and Firefox use `libwebrtc` too, rather than ~~vibe~~ code their own like every other browser component.
 
-**WebRTC *is* the Google Meet client**.
+The problem is that **WebRTC *is* the Google Meet client**.
+It is designed specifically for Google's conferencing product, **not their voice AI product** (they use WebSocket), and certainly not your product.
 
-It is designed specifically for their conferencing product, not their voice AI product, and certainly not your product.
-That's why it's hard-wired for **human latency**.
-
-If you want browser support, you can only use what **Google has decided to implement**.
-It doesn't matter what's in the [gross standard](https://webrtchacks.com/sdp-anatomy/).
+**quite the anti-competitive ruse tbh**.
+Google can ship product updates without consulting the other browser vendors.
 
 **Fun Fact**: This is why every other conferencing app recommends a native client.
-Otherwise, they can only reach parity with Google Meet *at best*.
+Otherwise, they can only reach parity with Google Meet *at best* for web clients.
+But for native you can fork the fuck out of WebRTC and make your own protocol over UDP.
+
 
 ## Fix It Fix It Fix It
+So that's your hyper deluxe OpenAI voice AI model, after billions invested, has the audacity to ask: 
+**can you repeat that?**
 
+I could dump on WebRTC for days, but I want to be positive for a change.
+Here's how we can fix it:
 
-And if you don't want browser support, make your own protocol over UDP.
-**Fun Fact**: This is why every other conferencing app recommends a native client.
-Otherwise, they can only reach parity with Google Meet *at best*.
+1. **Petition Google** to implement [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) for audio (it's video only).
+2. **Petition Google** to enable NACKs and retransmissions for audio (in libwebrtc).
+3. **Petition Google** to disable NetEQ, and let the jitter buffer grow into the future (for TTS).
+4. **Petition all of the other WebRTC libraries**  to do the same.
+5. Figure out how to handle interuptions? IDK like an RTP extension to clear the buffer generation.
 
+Some of these might be done already, IDK I don't keep up to date with the *latest WebRTC advancements*.
+I unironically asked Grok Bot instead.
 
-## A Better Transport
-So that's your hyper deluxe OpenAI voice AI model, after billions invested, has the audacity to ask: 
-**can you repeat that?**
+I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exatly what you want for voice AI
+But in true WebRTC fashion, higher latency/quality playback has **never** been a priority, which is why it's unusable (video only?!).
 
-I could dump on WebRTC for days, but I want to be positive for a change.
-Go read the previous [blog post](/blog/webrtc-is-the-problem) if you want more slander.
+**Fun Fact**: This is why I ended up making MoQ.
+We tried using WebRTC at Twitch but the lack of buffer control destroyed the quality.
+I am but a humble software engineer, and could not petition Google.
+
+But OpenAI has enough sway to fix WebRTC.
+One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html), ironically the same name as the first [MoQ draft](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html) that I wrote.
+Keep at it Justin, or join the Dark Side with me...
 
+## Enter The Protagonist
 In my humble and handsome opinion, **it's time to invest in a better transport**.
-Advanced models can try to fill in the gaps caused by packet loss, **but they shouldn't have to**.
+Take a few of the M's from the T's; nobody will notice.
 
 A voice agent should **never** ask the **user** to retransmit a prompt.\
 A voice agent should **instead** ask the **transport** to retransmit a prompt.
 
-
-## Enter The Protagonist
-Oh hey, I created this thing called [Media over QUIC](https://moq.dev).\
-Also known as `em oh queue` or `mock`.
-However you want to prononce it.
-
-It's that better transport btw.
+**Spoiler alert**: [Media over QUIC](https://moq.dev) is that better transport btw.
 
 [Pipecat now supports MoQ](https://github.com/pipecat-ai/pipecat/pull/4629)!
-A huge thank you to [Vanessa](https://github.com/vipyne) for putting in the work and putting up with my constant "improvements".
+A huge thank you to [Vanessa](https://github.com/vipyne) and [Claude Code](https://claude.ai) for putting in the work and putting up with my constant "improvements".
 
 Here's a crude demo with my credit card deets attached. 
 please don't milk me dry.
@@ -192,324 +220,151 @@ DEMO
 
 Note that I've only spent like a day of ~work~ prompting on this.
 It took me significantly longer to write this damn blog post.
-You gotta acquihire [Kixel, Corp.](https://kixel.us) if you want me to focus on Voice AI.
-
-## Latency Budgets
-MoQ is designed to support mass fanout with different user experiences.
-Not Voice AI.
-What gives?
-
-The idea is to give each subscription a **maximum latency** knob:
-
-- A pilot might want 0.1s of latency
-- A spectator might want 2s of latency
-- An archive worker might want 30s of latency
-- etc
+Don't judge too harshly pls.
 
-Basically, a user can wait for up to **maximum latency** for old frames to be retransmitted.
+## Interuptions
+We're not done yet.
+I wanted to shill the MoQ in the middle of the blog and use the rest...
 
-That there **maximum** word is lard-bearing. 
-MoQ will always try to transmit the newest frames immediately (like WebRTC).
+**HEY LISTEN.**
 
+Sometimes the AI is monologuing and you need to tell it to STFU.
+It's pretty easy to do with WebRTC because of the sleep before sending each packet.
+But with MoQ, we need some signal to tell the player to **abandon the TTS buffer**.
 
+My solution for this is deviously clever.
+So clever.
 
+For MoQ, we've prioritized the ability to add/remove tracks dynamically.
+Most media protocols have fixed tracks and it's a **pain in the butt**: HLS, DASH, RTMP, WebRTC, etc.
+You can't add 1080p, or switch codecs, after a broadcast is live.
 
-It's still very rough around the edges.
-It's been 3 months since the last Voice AI blog post... and I've only spent like 3 hours of ~work~ prompting since then.
-You gotta acquihire [Kixel, Corp.](https://kixel.us) if you want me to focus on Voice AI.
+My super clever idea is to reuse this functionality for interruptions.
+Just make a new audio track and remove the old one to have the TTS STFU.
+The player seamlessly switches tracks and uses timestamps to keep synchronization.
+ez
 
+## Butt-to-Butt
+> Hey stupid, your blog post is wrong. You didn't mention [speech-to-speech](https://openai.com/index/introducing-the-realtime-api/)?
 
-Back to our regularly scheduled mono-logging.
-I need to explain *how* MoQ is better than bread.
+Oops, I didn't know speech-to-speech existed before [hip firing my last post](/blog/webrtc-is-the-problem).
+I probably should have first done *some* research on the state of voice AI.
 
+**DISCLAIMER**: I barely the state of voice AI before writing this blog post.
+I give you full permission to tweet `@kixelated ur stupid`.
 
-## Text-to-Speech
-
-<TextToSpeech transport="webrtc" client:visible />
-
-<TextToSpeech transport="moq" client:visible />
-
-## Latency Budgets
-A strawman might ask: "isn't lower latency always better?"
+The idea behind speech-to-speech is to cut out the text middleman.
+The disjoint STT -> LLM -> TTS pipelines get **smashed together**, reducing latency while preserving verbal context.
+OpenAI is the pioneer in this space and they deserve **mad props**.
 
-no mr strawman, it's not.
+So this vidicates WebRTC right?
+The speech-to-speech latency can be low enough to justify dropping packets?
 
+Not so fast literary strawman.
 **There's a fundamental trade-off between latency and quality**.
 
-The more time you have to work on something, the better the result.
-Good things take time, like Fable after a reset.
-That happened to line up with a competitor's launch.
-
-Similar to LLMs, networks are lossy, non-deterministic black-boxes.
-The more time you have to transmit something, the better the reliability.
-
-The amount of time a user is willing to wait for something is a **product decision**.
-(gotta give the PMs something to do).
-Do users want something fast and lossy, or slow and reliable?
-
-WebRTC has no such knob to control the latency budget\*.
-The decision that users want fast and lossy is hard-coded into the protocol.
-
-\* Yes WebRTC nerds there is an extension **but it's not supported for audio**.
-We'll explain how to fix WebRTC later.
-
-The key MoQ feature is that every subscription includes a **maximum latency** before a frame is skipped.
-
-Humans generally want 
-
-> Codex: One second, let me look that up.
-
-As far as I understand, the approach a cheap/fast speech-to-speech model to generate *comfort noise*.
-
-> Human: Hey Codex, what is le capital of France?
-> Codex: One second, let me look that up.
-
-Boom, that useless "I'm thinking" response makes the human feel good chemicals.
-More importantly, it bought us a few more seconds for our state-of-the-art model to generate a proper response.
-Possibly even via the "old" approach SST -> LLM -> TTS pipeline.
-
-Speech-to-Speech doesn't invalidate latency budgets.
-It is not a silver bullet that somehow redeems WebRTC's over-aggressive nature.
-
-**Your network transport should be aligned with your model's latency budget.**
-
-
-
 ## Latency Budgets
-A strawman might ask: "isn't lower latency always better?"
-
-no mr strawman, it's not.
-
-**There's a fundamental trade-off between latency and quality**.
-
 The more time you have to work on something, the better the result.
-Good things take time, like Fable after a reset.
-That happened to line up with a competitor's launch.
+Good things take time, like Fable scanning the entire mono-repo, only to change one sentence.
 
-Similar to LLMs, networks are lossy, non-deterministic black-boxes.
-The more time you have to transmit something, the better the reliability.
+Networks are the same. 
+The more time you have to transmit something, the better the reliability and thus quality.
+It's why retransmits exist in the first place.
 
-The end goal is to have **your network transport align with your AI model.**
-
-- If you STT model requires  
-- If your TTS model generates 30s of audio in advance, your network transport should transmit 30s of audio in advance.
-
-## I Require Context
-Let's say you're running an old-school STT like Whisper that needs an entire
-
-
-Audio packets are *tiny*, 8K bytes per second.
-We can easily store them in RAM and retransmit them when the network recovers.
-They yearn to be useful.
-
-**Fun Fact**: I yearn to use the word "yearn".
-
-
-## I Require Context
-The problem arises when your AI model and network **disagree on the latency budget**.
-
-Suppose you ask the question: `What is le capital of France?`
-
-WebRTC has a hyper-aggressive latency budget. 
-It will drop arbitrary audio packets to keep latency real-time.
-
-But voice AI agent require context.
-`What is le capital ...`, with the last word missing, is not enough context.
-It can fill the blanks much of the time, but every ambiguity hurts the accuracy.
-
-<SpeechToText transport="webrtc" client:visible />
-
-<SpeechToText transport="moq" client:visible />
-
-
-## Speech-to-Speech Fixes Everything
-The hot new broad in voice AI is [speech-to-speech](https://openai.com/index/introducing-the-realtime-api/).
-
-The idea is to cut out the text middleman.
-STT -> LLM -> TTS gets combined into one pipeline, reducing latency while preserving verbal context.
-OpenAI is the pioneer in this space and they deserve **mad props**.
-
-So now the latency of voice AI is lower than ever and WebRTC is vindicated!
+The amount of time a user is willing to wait for something is a **product decision**.
+Gotta give PMs something to do in between filing JIRA tickets. (do those still exist???)
 
-**Obviously not**, we're not even half way through this post bub.
-The **fundamental** trade-off between latency and quality still applies.
+Do users want something fast and lossy, or slow and reliable?
+**Why not both**?
 
-As far as I can tell, ChatGPT uses Speech-to-Speech to generate **comfort noise**.
+That's the idea behind speech-to-speech.
+Do a fast pass for easy prompts.
+Generate some comfort noise.
 
 > Human: What is le capital of France?
-> Codex: One second, let me look that up.
-
-Boom, that useless "I'm thinking" response makes the human feel good chemicals while buying more time for the expensive model to generate a proper response.
-
-Speech-to-Speech doesn't invalidate latency budgets.
-It is not a silver bullet that somehow redeems WebRTC's over-aggressive nature.
-
-
-## Enter The Protagonist
-Oh hey, I created this thing called [Media over QUIC](https://moq.dev).\
-Also known as `em oh queue` or `mock`.
-However you want to prononce it.
-
-It's that better transport btw.
-
-[Pipecat now supports MoQ](https://github.com/pipecat-ai/pipecat/pull/4629)!
-A huge thank you to [Vanessa](https://github.com/vipyne) for putting in the work and putting up with my constant "improvements".
 
-Why is this a big deal?
-
-Every MoQ subscription indcates a **maximum delay** before a frame is too old and skipped.
-Users get a different, and adjustable experience, based on the **latency they’re willing to tolerate**.
-
-
-> Codex: One second, let me look that up.
-
-As far as I understand, the approach a cheap/fast speech-to-speech model to generate *comfort noise*.
-
-> Human: Hey Codex, what is le capital of France?
 > Codex: One second, let me look that up.
 
-Boom, that useless "I'm thinking" response makes the human feel good chemicals.
-More importantly, it bought us a few more seconds for our state-of-the-art model to generate a proper response.
-Possibly even via the "old" approach SST -> LLM -> TTS pipeline.
-
-Speech-to-Speech doesn't invalidate latency budgets.
-It is not a silver bullet that somehow redeems WebRTC's over-aggressive nature.
-
-**Your network transport should be aligned with your model's latency budget.**
-
-
-## Prove It
-Enough theory, [Pipecat now supports MoQ](https://github.com/pipecat-ai/pipecat/pull/4629)!
-A huge thank you to [Vanessa](https://github.com/vipyne) for putting in the work and putting up with my constant "improvements".
-
-It's still very rough around the edges.
-It's been 3 months since the last Voice AI blog post... and I've only spent like 3 hours of ~work~ prompting since then.
-You gotta acquihire [Kixel, Corp.](https://kixel.us) if you want me to focus on Voice AI.
-
-Here's a crude demo with my credit card deets attached. 
-please don't milk me dry.
-
-<VoiceDemo />
-
-I'll explain how it works but first, we gotta cover something very important.
-Back to our regularly scheduled mono-logging.
+Boom, even that useless "I'm thinking" response makes the human feel good chemicals.
+Enough time to start a slow pass for more complicated prompts.
 
-## Speech-to-Speech
-So it turns out the latest development in voice AI is [speech-to-speech](https://openai.com/index/introducing-the-realtime-api/).
-Oops, I probably should have done *some* research on the state of voice AI before writing that last post.
+Media over QUIC supports both:
+- **real-time latency** for rapid replies.
+- **loss-less quality** for slow replies.
 
-**DISCLAIMER**: I barely researched the state of voice AI before writing this blog post.
-I'm talking out of my ass (again).
-I give you full permission to tweet `@kixelated ur stupid`.
-
-A quick summary:
-- **Old**: `Human -> VAD -> STT -> LLM -> TTS -> Human`
-- **New**: `Human -> STS -> Human`
-
-Some definitions because acronyms sure make things easier to understand:
-- **VAD**: Voice Activity Detection
-- **STT**: Speech-to-Text
-- **TTS**: Text-to-Speech
-- **STS**: Speech-to-Speech
-- **LLM**: You know what it is
-- **Human**: Pays the electricity bill
-
-Anyway, the *new pipeline* is to have the robot brain input/output audio.
-It's super cool, reduces latency while preserving verbal context, and I must give OpenAI *huge* props for this innovation.
-
-So if the model supports real-time latency, that means WebRTC is back on the table... right?
-**Not so fast.**
-
-
-
-## MoQ is Amazing
-Anyway, here's the nerdy details about the MoQ support in Pipecat.
-Assuming a traditional `VAD -> STT -> LLM -> TTS` pipeline.
+**Your network transport should be aligned with your latency budget.**
+If a product manager says can wait up to 10s for a reply, then you should be trying to retransmit right up until that deadline.
 
-All of these constants can be adjusted btw.
-I just thought it would make the blog post more readable.
+## It's Simple: Predict the Future
+> Hey stupid, your blog post is wrong. You didn't mention [FEC](https://en.wikipedia.org/wiki/Error_correction_code).
 
-**STT is (re)transmitted for up to 5 seconds.**
-The agent has a jitter buffer (of the same size) which flushes in order, immediately when there's no gaps.
-- Best case: 0s latency
-- Worst case: 5s latency (temporary)
+Mate go read my [previous blog posts](/blog/never-use-datagrams).
 
-**STT/LLM can process faster than real-time, absorbing some of this latency.** 
-The latency at the end of a sentence/thought is the main thing that matters.
-- Best case: "Hey could you..." is late.
-- Worst cast: "capital of France" is late.
+WebRTC (and Opus) include Forward Error Correction to help mask packet loss.
+The idea is to send some parity bits for the previous audio frame.
 
-**TTS is (re)transmitted for up to 200ms.**
-The player has a jitter buffer (of the same size) which flushes in order, skipping gaps eventually.
-- Best case: 200ms latency
-- Worst case: 200ms latency, some audio is dropped
+But that's it; it helps recover a single last packet.
+Two in a row, or an entire second in a row, and you're out of luck.
 
-**TTS is buffered for up to 30s.**
-The player uses timestamps to know when to emit frames.
-Anything in the future is buffered (like a Youtube video), so audio is not dropped during spikes of congestion.
-- Best case: 30s in RAM
-- Worst case: 0s in RAM, some audio is dropped
+FEC involves fortune telling; trying to predict the shape of upcoming packet loss.
+The reality is that most packet loss on the internet is bursty and caused by bufferbloat.
+Sending additional packets can aggrevate congestion if you're not careful.
 
-**Interruptions will reset audio.**
-If Opus 5 is being too verbose, ask something else and we'll drop the previous TTS response.
-This cancels any transmissions and any buffered audio.
-- Worst case: Some wasted tokens.
-
-I'll spare you the full WebSocket vs WebRTC vs MoQ comparison because I'm already rambling.
-
-Spoiler: **MoQ is a significant improvement for voice AI**.
-
-## Context is Delta-Encoded
-TODO Dropping "What is" is useless.
-We need that context to understand the user's request.
+But if you insist, QUIC libraries *could* totally transmit the data as many times as you want.
+Basically [RED](https://bloggeek.me/webrtcglossary/red/) but you could even do it based on byte offsets, not packets.
 
+It's dumb though; focus on shrinking RTTs and detecting bufferbloat (congestion control).
 
 ## More Free Ideas
-Hey, Anthropic.
-I'm sorry that I called you the orange butthole company.
+**Hey, OpenAI.**
+I'm sorry for flaming you for representing state-of-the-art for voice AI.
 We may have gotten off on the wrong foot.
 
-Hey, OpenAI.
-I'm sorry for this blog post.
+**Hey, Anthropic.**
+I'm sorry that I called you the orange butthole company.
 We may have gotten off on the wrong foot.
 
 I'll make it up to both of you.
-Here's some free ideas you could prototype with unlimited Fable/Astro access.
-Just please tell me if any of them are worth it.
+Here's some **free ideas** you could prototype with your unlimited Fable/Astro access.
+
+Just give me `Co-Authored By` credit on the git commits.
+Maybe a donation or two to your local open source maintainer.
 
 ### Aggressive Speech-to-Speech, Conservative STT->LLM->TTS
+Expanding upon the previous idea.
 Placeholder constants btw.
 
-- Set `max-publisher-latency` to 1s for STS.
-- Set `max-publisher-latency` to 5s for STT.
+- 1s `max-latency` for STS.
+- 10s `max-latency` for STT.
 
 Under normal conditions, the speech-to-speech pipeline will be zero latency.
-During congestion, latency will increase a little bit until we get some loss/distortion, but it's still kept snappy enough.
-Maybe the model can still figure out the end of a sentence and "let me look that up for you" or whatever.
+During congestion, latency can increase up to 1s, which I argue is snappy enough considering shit network conditions.
 
-Meanwhile, the STT->LLM->TTS pipeline will wait for *up to* 5s for audio gaps to be filled before starting work.
-The idea is that you don't waste tokens on distorted/wrong prompts during congestion.
-Accuracy is more important than latency for the good reply.
+Meanwhile, the STT->LLM->TTS pipeline will wait for *up to* 10s for audio gaps to be filled before starting work.
+The don't waste exptensive tokens on distorted/wrong prompts during congestion.
+Note that it's still zero latency when there's no congestion.
 
 **Fun fact**, MoQ supports this for free.
 Two subscribers with different latencies can share a single upstream subscription.
 It's all about the size of the jitter buffer baybee.
 
 ### Decouple Compute
+I know you have obscene amounts of capital, but getting GPUs next to every single user in the world is hard.
+But getting cheap DELL servers next to every single user in the world is easy.
+
 - Run `moq-relay` within CDN edges.
 - Run models where compute is cheap.
 
-Maybe this idea is already outdated given the obscene amount of capital being poured into datacenters, but hear me out.
+This is basically the premise of [CDNs](https://moq.pro).
+Run edge nodes as close to users as possible to minimize the lossy first/last mile.
+Over-provision the backbone so you can get the traffic to wherever GPUs are available.
 
-CDNs run edge nodes as close to users as possible.
-Your ISP is (statistically) shit, so the whole business model of CDNs is to minimize the lossy first/last mile.
-Once on the CDN's network (ex. Cloudflare) they can over-provision and deduplicate traffic to improve the quality.
+You still take a speed-of-light hit to latency, but crucially a short RTT over lossy links avoids bufferbloat.
+That's going to be your number 1 source of latency on the internet, especially when retransmits are involved.
 
-But like, there's only a finite number of graphics cards we can efficiently put in those edges.
-So the idea is to run voice AI agents independently of the CDN.
+The Pipecat integration supports this!
 
-**Pipecat already supports this!**
-- Agents and users connect to a MoQ CDN, both as a client using the shortest path.
+- Agents and users connect to the closest CDN edge.
 - A user announces `request/<id>` to the CDN.
 - An agent discovers `request/<id>`, grabs a lock, subscribes to it, and announces `response/<id>`.
 - The user discovers `response/<id>` and subscribes to it.
@@ -521,47 +376,59 @@ Unlike HTTP, MoQ origins are dynamic.
 A client connects to the CDN and announces "I am the publisher of `foo/bar`".
 The CDN forwards that announcement to any authorized subscribers and now knows how to route subscriptions.
 
-**END RESULT**
+### Prioritize Context
+Look I'm a transport guy.
+Don't flame me if this is obvious and/or impossible.
+
+The core problem with WebRTC+AI is that there's a disconnect between the model and the transport.
+What if we focus on aligning them?
 
-Run agents where compute is cheap.
-Only announce when an agent has capacity.
+MoQ defaults to prioritizing new data (within a track), but that's technically configurable.
+You could split up audio (or video) based on importance:
 
-Run the CDN edge nodes close to the user.
-Route incoming connections based on available capacity (ex. anycast/GeoDNS).
-[Or pay me to do it](https://moq.pro)
+**high priority**: what capital france
+**low priority**: is le
+**zero priority**: `<silence>`
 
-### Shared Infrastructure
-**Question**: What does the `M` in `MoQ` stand for?
-**Answer**: It stands for `mostly Media but actually anything`.
+The way you would do this via MoQ is to create separate tracks, and use timestamps to stitch between them (or fill in gaps).
+The high priority track would get first dibs on available bandwidth and would have a higher max-latency.
 
-At the end of the day, MoQ is a pub/sub protocol.
-We're trying to make a live version of HTTP.
-The payload be opaque to the CDN.
+That's the easy part.
+The hard part is actually identify the relative weight of each *sound* on the client.
+But I mean that's similar to VAD... and it can't be that difficult right...?
 
-It makes for a super reusable protocol.
+The other hard part is actually giving a shit.
+Audio bitrates as so low that you rarely get a chance to prioritize.
+But the same logic can applies to other things, like video (prioritize frames).
 
-## How to Fix WebRTC
-Wow this blog post never ends huh.
-**It's possible to fix WebRTC!**
+### Back-fill that Boye
+The other problem with dropping data is that it's a one-way door.
 
-For example, WebRTC supports [Playout Delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) via an SDP/RTP extension.
-On paper this is perfect; you now get a knob to control the maximum/minimum latency just like MoQ!
+**Bold prediction**: The next Claudism will be **one-way door** after it's been trained on this post.
 
-Unfortunately, this experimental extension from [2019](https://bugzilla.mozilla.org/show_bug.cgi?id=1585009) only works for video in `libwebrtc`.
-Apparently.
-I've never actually tried it.
+One a network transport decides to drop data over the network, it can't be *used for other things*.
+Now, I'm not suggesting that frontier labs store a user's raw audio... but maybe they should.
 
-There's a lot of things like that.
-For example, RTX is not supported for audio withing `libwebrtc`.
-The problem is rarely the wire transport.
+When there's network congestion and we hit the configured `max-latency`, somethings gotta give.
+The AI model has to guess based on incomplete data: did it do good jab or bad job.
+**How do we know?**
 
-The problem with WebRTC is are the stewards.
-The Google engineers behind WebRTC are brilliant... but the company needs a use-case to justify every feature.
-They are effectively maintaining the Google Meet client and making it available as a browser API.
+Well... maybe don't actually drop the audio; keep that shit in RAM.
+Audio is tiny after all.
+We can set `max-latency` to 10m and backfill the "missing" audio once the network recovers and have ample headroom.
 
-## Just Fork It Lul
+**Vroom vroom**, the GPU is warm.
+Ask the model if it did a good job guessing what the user said X seconds ago.
+Use it as training data, IDK I'm not a scientist.
 
+## FIN
+Oh god I've spent so long on this blog post.
+Please upvote on your favorite link aggregator of choice.
 
+I'm about to **YOLO** into funding, so hit me up if you want to invest/acquire [Kixel, Corp.](https://kixel.us)
+You get a discount while I'm technically unemployed ("Pre-Seed") and easy to impress.
 
+Also hit me up if you're tired of being well paid and want to **YOLO** into a job.
+There's already a second nerd starting next month.
 
-## Conclusion
+<Author />

From a32bd5344e304704d5e4e2324bf006d847170346 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Fri, 16 Oct 2026 09:04:28 -0700
Subject: [PATCH 08/33] Port the voice demo to moq.pro's current session API

One token for both directions, poll GET /voice/sessions/:id until an edge
claims the session, and render refusals by code. Publish the RTVI
transcript.json.z track the agent subscribes to, and show its transcripts.
The demo API is its own PUBLIC_VOICE_API_URL, staging everywhere until
moq.pro ships the demo to production, with the wtf Turnstile sitekey.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .env.development              |   4 +-
 .env.live                     |   3 +
 .env.staging                  |   3 +
 bun.lock                      |   1 +
 package.json                  |   1 +
 src/components/voice-demo.tsx | 464 +++++++++++++++++++++++++---------
 src/env.d.ts                  |   5 +
 7 files changed, 362 insertions(+), 119 deletions(-)

diff --git a/.env.development b/.env.development
index 2897c8e..8273b6e 100644
--- a/.env.development
+++ b/.env.development
@@ -2,4 +2,6 @@ PUBLIC_RELAY_URL="http://localhost:4443"
 PUBLIC_API_URL="http://localhost:3000"
 PUBLIC_PUBLISH_URL="http://localhost:5174"
 PUBLIC_WATCH_URL="http://localhost:5173"
-PUBLIC_TURNSTILE_SITE_KEY="1x00000000000000000000AA"
+# The voice demo only runs on staging until moq.pro ships it to production.
+PUBLIC_VOICE_API_URL="https://api.moq.wtf"
+PUBLIC_TURNSTILE_SITE_KEY="0x4AAAAAAE6WCQ4VbCN2uphx"
diff --git a/.env.live b/.env.live
index c1a7204..bc77980 100644
--- a/.env.live
+++ b/.env.live
@@ -3,3 +3,6 @@ PUBLIC_CLOUDFLARE_URL="https://relay.cloudflare.mediaoverquic.com"
 PUBLIC_API_URL="https://api.moq.pro"
 PUBLIC_PUBLISH_URL="https://moq.pub"
 PUBLIC_WATCH_URL="https://moq.watch"
+# The voice demo only runs on staging until moq.pro ships it to production.
+PUBLIC_VOICE_API_URL="https://api.moq.wtf"
+PUBLIC_TURNSTILE_SITE_KEY="0x4AAAAAAE6WCQ4VbCN2uphx"
diff --git a/.env.staging b/.env.staging
index 3642645..5d43e4e 100644
--- a/.env.staging
+++ b/.env.staging
@@ -3,3 +3,6 @@ PUBLIC_CLOUDFLARE_URL="https://relay.cloudflare.mediaoverquic.com"
 PUBLIC_API_URL="https://api.moq.wtf"
 PUBLIC_PUBLISH_URL="https://new.moq.pub"
 PUBLIC_WATCH_URL="https://new.moq.watch"
+# The voice demo only runs on staging until moq.pro ships it to production.
+PUBLIC_VOICE_API_URL="https://api.moq.wtf"
+PUBLIC_TURNSTILE_SITE_KEY="0x4AAAAAAE6WCQ4VbCN2uphx"
diff --git a/bun.lock b/bun.lock
index e9365ce..dd22122 100644
--- a/bun.lock
+++ b/bun.lock
@@ -6,6 +6,7 @@
       "name": "moq.dev",
       "dependencies": {
         "@moq/boy": "^0.3.1",
+        "@moq/json": "^0.3.3",
         "@moq/publish": "^0.4.7",
         "@moq/watch": "^0.5.4",
         "astro": "^5.18.2",
diff --git a/package.json b/package.json
index 751b64c..5f568b5 100644
--- a/package.json
+++ b/package.json
@@ -16,6 +16,7 @@
 	},
 	"dependencies": {
 		"@moq/boy": "^0.3.1",
+		"@moq/json": "^0.3.3",
 		"@moq/publish": "^0.4.7",
 		"@moq/watch": "^0.5.4",
 		"astro": "^5.18.2",
diff --git a/src/components/voice-demo.tsx b/src/components/voice-demo.tsx
index f40ddd5..89a8ff1 100644
--- a/src/components/voice-demo.tsx
+++ b/src/components/voice-demo.tsx
@@ -1,9 +1,16 @@
-import { Net } from "@moq/publish";
+// Talk to moq.pro's Pipecat demo agent over MoQ. moq.pro's own client
+// (app/src/lib/VoiceDemo.svelte) is the reference for the session flow; this one
+// skips the Pipecat client and uses <moq-publish>/<moq-watch> directly, speaking
+// only the slice of RTVI the agent needs over its `transcript.json.z` side track.
+import * as Json from "@moq/json";
+import { Net, Signals } from "@moq/publish";
 import "@moq/publish/element";
 import "@moq/publish/support/element";
+import type MoqPublish from "@moq/publish/element";
 import "@moq/watch/element";
 import "@moq/watch/support/element";
-import { createSignal, onCleanup, onMount, Show } from "solid-js";
+import type MoqWatch from "@moq/watch/element";
+import { createSignal, For, onCleanup, Show } from "solid-js";
 
 type Turnstile = {
 	render: (
@@ -17,7 +24,6 @@ type Turnstile = {
 			"expired-callback": () => void;
 		},
 	) => string;
-	reset: (widgetId: string) => void;
 	remove: (widgetId: string) => void;
 };
 
@@ -27,217 +33,439 @@ declare global {
 	}
 }
 
+// POST /voice/sessions (moq.pro api/src/voicedemo.ts).
 type Session = {
+	id: string;
 	relayUrl: string;
 	requestBroadcast: string;
 	responseBroadcast: string;
-	publishToken: string;
-	watchToken: string;
+	token: string;
 	expiresAt: number;
+	maxDurationSecs: number;
+	maxWaitSecs: number;
 };
 
-type Refusal = {
-	error?: string;
+type RtviMessage = {
+	label: "rtvi-ai";
+	type: string;
+	id: string;
+	data?: Record<string, unknown>;
 };
 
-const API_URL = import.meta.env.PUBLIC_API_URL;
+const API_URL = import.meta.env.PUBLIC_VOICE_API_URL;
 const SITE_KEY = import.meta.env.PUBLIC_TURNSTILE_SITE_KEY;
 const TURNSTILE_SCRIPT = "https://challenges.cloudflare.com/turnstile/v0/api.js?render=explicit";
 
-let turnstilePromise: Promise<Turnstile> | undefined;
+// The agent subscribes to this fixed-name track on our broadcast and publishes
+// its own beside its audio. Neither is in the catalog. It errors on a rejected
+// subscription, so ours has to exist even though the agent never waits on it.
+const RTVI_TRACK = "transcript.json.z";
+const RTVI_VERSION = "2.1.0";
 
-function loadTurnstile(): Promise<Turnstile> {
-	if (window.turnstile) return Promise.resolve(window.turnstile);
-	if (turnstilePromise) return turnstilePromise;
+// How often a caller waiting for pickup asks whether an edge refused it.
+const POLL_MS = 2_000;
 
-	turnstilePromise = new Promise((resolve, reject) => {
-		const loaded = () => {
-			if (window.turnstile) resolve(window.turnstile);
-			else reject(new Error("Turnstile loaded without its browser API."));
-		};
+// The API's refusal codes plus the ones only the page can see. Copy comes from
+// here, never from the API's error string.
+type Outcome =
+	| "disabled"
+	| "unavailable"
+	| "challenge"
+	| "rate_limit"
+	| "busy"
+	| "daily_budget"
+	| "unsupported"
+	| "microphone"
+	| "no_pickup"
+	| "dropped"
+	| "time_up";
 
-		const existing = document.querySelector<HTMLScriptElement>(`script[src="${TURNSTILE_SCRIPT}"]`);
-		if (existing) {
-			existing.addEventListener("load", loaded, { once: true });
-			existing.addEventListener("error", () => reject(new Error("Turnstile failed to load.")), { once: true });
-			return;
-		}
+const OUTCOMES: Record<Outcome, string> = {
+	disabled: "The demo is switched off right now.",
+	unavailable: "The demo is broken on our end. Try again in a bit.",
+	challenge: "The bot check didn't pass. Try again.",
+	rate_limit: "You already have a call going, maybe in another tab. It frees up within five minutes.",
+	busy: "Every line is busy. Try again in a few minutes.",
+	daily_budget: "We're out of AI minutes for today. Come back tomorrow (UTC).",
+	unsupported: "This browser can't run the demo. Try a current Chrome, Safari, or Firefox.",
+	microphone: "No microphone access. Allow it in your browser's site settings, then try again.",
+	no_pickup: "Nobody picked up. Try again in a minute.",
+	dropped: "The call dropped. Try again.",
+	time_up: "Five minutes is up. That's the demo.",
+};
+
+const REFUSALS = new Set<string>(["disabled", "unavailable", "challenge", "rate_limit", "busy", "daily_budget"]);
+
+type Phase = "idle" | "checking" | "challenge" | "admitting" | "connecting" | "live";
 
+type Line = { role: "you" | "bot"; text: string; final: boolean };
+
+let turnstilePromise: Promise<Turnstile> | undefined;
+
+function loadTurnstile(): Promise<Turnstile> {
+	if (window.turnstile) return Promise.resolve(window.turnstile);
+	turnstilePromise ??= new Promise((resolve, reject) => {
 		const script = document.createElement("script");
 		script.src = TURNSTILE_SCRIPT;
 		script.async = true;
-		script.defer = true;
-		script.addEventListener("load", loaded, { once: true });
+		script.addEventListener(
+			"load",
+			() => (window.turnstile ? resolve(window.turnstile) : reject(new Error("Turnstile has no browser API."))),
+			{ once: true },
+		);
 		script.addEventListener("error", () => reject(new Error("Turnstile failed to load.")), { once: true });
 		document.head.append(script);
 	});
-
 	return turnstilePromise;
 }
 
-function authenticatedUrl(base: string, token: string): URL {
-	const url = new URL(base);
-	url.searchParams.set("jwt", token);
-	return url;
+// Ask before admission: a reservation taken for a caller who then refuses the
+// prompt would hold their address for the whole pickup window.
+async function probeMicrophone(): Promise<boolean> {
+	try {
+		const stream = await navigator.mediaDevices.getUserMedia({ audio: true });
+		for (const track of stream.getTracks()) track.stop();
+		return true;
+	} catch {
+		return false;
+	}
+}
+
+function refusal(body: unknown): Outcome {
+	const code = (body as { code?: unknown } | undefined)?.code;
+	return typeof code === "string" && REFUSALS.has(code) ? (code as Outcome) : "unavailable";
+}
+
+function clock(secs: number): string {
+	return `${Math.floor(secs / 60)}:${String(secs % 60).padStart(2, "0")}`;
 }
 
 export default function VoiceDemo() {
-	const [challenge, setChallenge] = createSignal<string>();
+	const [phase, setPhase] = createSignal<Phase>("idle");
+	const [outcome, setOutcome] = createSignal<Outcome>();
 	const [session, setSession] = createSignal<Session>();
-	const [starting, setStarting] = createSignal(false);
-	const [error, setError] = createSignal<string>();
+	const [remaining, setRemaining] = createSignal<number>();
+	const [transcript, setTranscript] = createSignal<Line[]>([]);
+
+	// Bumped by every start and teardown, so an await that resumes after Stop
+	// sees it is stale and backs out instead of resurrecting the call.
+	let generation = 0;
+	let timers: ReturnType<typeof setTimeout>[] = [];
+	let ticker: ReturnType<typeof setInterval> | undefined;
+	let liveAt: number | undefined;
+	let widget: { api: Turnstile; id: string } | undefined;
 	let turnstileContainer!: HTMLDivElement;
-	let turnstile: Turnstile | undefined;
-	let widgetId: string | undefined;
-	let expiryTimer: ReturnType<typeof setTimeout> | undefined;
 
-	const resetChallenge = () => {
-		setChallenge(undefined);
-		if (turnstile && widgetId) turnstile.reset(widgetId);
+	const removeWidget = () => {
+		widget?.api.remove(widget.id);
+		widget = undefined;
 	};
 
-	const stop = () => {
-		if (expiryTimer) clearTimeout(expiryTimer);
-		expiryTimer = undefined;
+	// Tear the call down and show why. `undefined` is the reader's own Stop.
+	const finish = (gen: number, why: Outcome | undefined) => {
+		if (gen !== generation) return;
+		generation += 1;
+		for (const timer of timers) clearTimeout(timer);
+		timers = [];
+		clearInterval(ticker);
+		ticker = undefined;
+		liveAt = undefined;
+		removeWidget();
 		setSession(undefined);
-		setStarting(false);
-		resetChallenge();
+		setRemaining(undefined);
+		setTranscript([]);
+		setOutcome(why);
+		setPhase("idle");
 	};
 
+	const stop = () => finish(generation, undefined);
+	onCleanup(stop);
+
 	const start = async () => {
-		const turnstileToken = challenge();
-		if (!turnstileToken || starting()) return;
+		if (phase() !== "idle") return;
+		const gen = ++generation;
+		setOutcome(undefined);
+		setPhase("checking");
+
+		if (!window.isSecureContext || typeof navigator.mediaDevices?.getUserMedia !== "function") {
+			return finish(gen, "unsupported");
+		}
+		const mic = await probeMicrophone();
+		if (gen !== generation) return;
+		if (!mic) return finish(gen, "microphone");
 
-		setStarting(true);
-		setError(undefined);
+		setPhase("challenge");
+		let api: Turnstile;
 		try {
-			const response = await fetch(new URL("/voice/sessions", API_URL), {
+			api = await loadTurnstile();
+		} catch {
+			return finish(gen, "challenge");
+		}
+		if (gen !== generation) return;
+		const id = api.render(turnstileContainer, {
+			sitekey: SITE_KEY,
+			theme: "dark",
+			size: "flexible",
+			callback: (token) => {
+				removeWidget();
+				void admit(gen, token);
+			},
+			"error-callback": () => finish(gen, "challenge"),
+			"expired-callback": () => finish(gen, "challenge"),
+		});
+		widget = { api, id };
+	};
+
+	const admit = async (gen: number, turnstileToken: string) => {
+		if (gen !== generation) return;
+		setPhase("admitting");
+		let admitted: Session;
+		try {
+			const res = await fetch(new URL("/voice/sessions", API_URL), {
 				method: "POST",
 				headers: { "Content-Type": "application/json" },
 				body: JSON.stringify({ turnstileToken }),
 			});
-			if (!response.ok) {
-				const refusal = (await response.json().catch(() => ({}))) as Refusal;
-				throw new Error(refusal.error ? refusal.error : `The demo refused this session (${response.status}).`);
+			if (gen !== generation) return;
+			if (!res.ok) return finish(gen, refusal(await res.json().catch(() => undefined)));
+			admitted = await res.json();
+		} catch {
+			return finish(gen, "unavailable");
+		}
+		if (gen !== generation) return;
+
+		setPhase("connecting");
+		setSession(admitted);
+		// Admitted is not answered: an edge still has to claim the session.
+		timers.push(setTimeout(() => finish(gen, "no_pickup"), admitted.maxWaitSecs * 1000));
+		poll(gen, admitted.id);
+	};
+
+	// Ask the ledger about the session until an edge claims it. An edge at its
+	// session cap refuses after we publish, and nothing on the relay says so.
+	const poll = (gen: number, id: string) => {
+		const next = () => timers.push(setTimeout(check, POLL_MS));
+		const check = async () => {
+			if (gen !== generation || liveAt !== undefined) return;
+			let res: Response;
+			let body: { state?: unknown; code?: unknown } | undefined;
+			try {
+				res = await fetch(new URL(`/voice/sessions/${id}`, API_URL));
+				body = await res.json().catch(() => undefined);
+			} catch {
+				// A network blip is not a refusal. The pickup deadline still runs.
+				return next();
 			}
+			if (gen !== generation || liveAt !== undefined) return;
+			if (res.status === 503 && body?.code === "busy") return finish(gen, "busy");
+			if (res.ok && body?.state === "claimed") return;
+			if (res.ok && body?.state === "ended") return finish(gen, "no_pickup");
+			next();
+		};
+		next();
+	};
 
-			const admitted = (await response.json()) as Session;
-			setSession(admitted);
-			const remainingMs = Math.max(0, admitted.expiresAt * 1000 - Date.now());
-			expiryTimer = setTimeout(stop, remainingMs);
-		} catch (cause) {
-			setError(cause instanceof Error ? cause.message : "The voice demo could not start.");
-			resetChallenge();
-		} finally {
-			setStarting(false);
-		}
+	// The agent's broadcast appearing is the pickup we can hear; it going away
+	// is the agent hanging up, at the time limit or because something broke.
+	const onLive = (gen: number, admitted: Session) => {
+		if (gen !== generation || liveAt !== undefined) return;
+		for (const timer of timers) clearTimeout(timer);
+		timers = [setTimeout(() => finish(gen, "time_up"), admitted.maxDurationSecs * 1000)];
+		liveAt = performance.now();
+		setRemaining(admitted.maxDurationSecs);
+		ticker = setInterval(() => {
+			if (liveAt === undefined) return;
+			const elapsed = (performance.now() - liveAt) / 1000;
+			setRemaining(Math.max(0, Math.ceil(admitted.maxDurationSecs - elapsed)));
+		}, 1000);
+		setPhase("live");
 	};
 
-	onMount(() => {
-		if (!SITE_KEY) return;
-		void loadTurnstile()
-			.then((api) => {
-				turnstile = api;
-				widgetId = api.render(turnstileContainer, {
-					sitekey: SITE_KEY,
-					theme: "dark",
-					size: "flexible",
-					callback: (token) => {
-						setChallenge(token);
-						setError(undefined);
-					},
-					"error-callback": () => setError("The browser challenge failed. Please try again."),
-					"expired-callback": () => setChallenge(undefined),
-				});
-			})
-			.catch((cause) => setError(cause instanceof Error ? cause.message : "Turnstile failed to load."));
-	});
+	const onHangup = (gen: number, admitted: Session) => {
+		if (liveAt === undefined) return;
+		const elapsed = (performance.now() - liveAt) / 1000;
+		// The host stops at its own claim time, a little before our pickup.
+		finish(gen, elapsed >= admitted.maxDurationSecs - 15 ? "time_up" : "dropped");
+	};
 
-	onCleanup(() => {
-		if (expiryTimer) clearTimeout(expiryTimer);
-		if (turnstile && widgetId) turnstile.remove(widgetId);
-	});
+	// Interim user transcripts replace themselves until the final one lands; bot
+	// sentences join the bot's current turn.
+	const addLine = (role: Line["role"], text: string, final: boolean) => {
+		setTranscript((lines) => {
+			const last = lines.at(-1);
+			if (last && last.role === role && !last.final) return [...lines.slice(0, -1), { role, text, final }];
+			if (last && last.role === "bot" && role === "bot") {
+				return [...lines.slice(0, -1), { role, text: `${last.text} ${text}`, final: true }];
+			}
+			return [...lines, { role, text, final }];
+		});
+	};
+
+	const onMessage = (gen: number, { type, data }: RtviMessage) => {
+		const text = data?.text;
+		if (gen !== generation || typeof text !== "string") return;
+		if (type === "user-transcription") addLine("you", text, data?.final === true);
+		// Word-level events repeat the sentence that follows them.
+		if (type === "bot-output" && data?.aggregated_by !== "word") addLine("bot", text, true);
+	};
+
+	// Our side of RTVI: announce the client the moment the broadcast exists, so
+	// the track is there before the agent's subscription arrives.
+	const bindPublish = (effects: Signals.Effect, el: MoqPublish) => {
+		effects.run((effect) => {
+			const broadcast = effect.get(el.broadcast.net);
+			if (!broadcast) return;
+			const producer = new Json.Stream.Producer<RtviMessage>(broadcast.createTrack(RTVI_TRACK), {
+				compression: true,
+			});
+			producer.append({
+				label: "rtvi-ai",
+				type: "client-ready",
+				id: crypto.randomUUID(),
+				data: { version: RTVI_VERSION, about: { library: "moq.dev" } },
+			});
+			effect.cleanup(() => producer.finish());
+		});
+	};
+
+	const bindWatch = (effects: Signals.Effect, el: MoqWatch, gen: number, admitted: Session) => {
+		let seen = false;
+		effects.run((effect) => {
+			const active = effect.get(el.broadcast.out.active);
+			if (!active) {
+				if (seen) onHangup(gen, admitted);
+				return;
+			}
+			seen = true;
+			onLive(gen, admitted);
+
+			const track = active.subscribe(RTVI_TRACK);
+			effect.cleanup(() => track.close());
+			const consumer = new Json.Stream.Consumer<RtviMessage>(track, { compression: true });
+			effect.spawn(async () => {
+				for await (const message of consumer) onMessage(gen, message);
+			});
+		});
+	};
+
+	const status = () => {
+		switch (phase()) {
+			case "checking":
+				return "Asking for your microphone...";
+			case "challenge":
+				return "Checking you're not a bot...";
+			case "admitting":
+				return "Getting a line...";
+			case "connecting":
+				return "Waiting for the agent to pick up...";
+			case "live":
+				return "Live. Speak normally, and interrupt whenever.";
+			default:
+				return undefined;
+		}
+	};
 
 	return (
 		<div class="not-prose my-8 rounded-2xl border border-slate-700 bg-slate-950 p-5 shadow-xl sm:p-6">
-			<div class="mb-5 flex items-start justify-between gap-4">
+			<div class="mb-4 flex items-start justify-between gap-4">
 				<div>
 					<p class="m-0 text-lg font-bold text-white">Talk to a Voice AI over MoQ</p>
-					<p class="mt-1 mb-0 text-sm text-slate-400">Shared preview capacity. Sessions end after five minutes.</p>
+					<p class="mt-1 mb-0 text-sm text-slate-400">
+						Five minutes, English, shared preview capacity. Needs your microphone.
+					</p>
 				</div>
-				<Show when={session()}>
+				<Show when={phase() === "live"}>
 					<span class="mt-1 inline-flex items-center gap-2 rounded-full bg-green-950 px-3 py-1 text-xs font-semibold text-green-300">
 						<span class="h-2 w-2 animate-pulse rounded-full bg-green-400" /> Live
+						<Show when={remaining() !== undefined}>
+							<span class="font-mono text-green-400/80">{clock(remaining() ?? 0)}</span>
+						</Show>
 					</span>
 				</Show>
 			</div>
 
-			<div class="space-y-4" classList={{ hidden: Boolean(session()) }}>
+			<div class="flex flex-wrap items-center gap-3">
 				<Show
-					when={SITE_KEY}
+					when={phase() !== "idle"}
 					fallback={
-						<p class="m-0 rounded-lg bg-amber-950 p-3 text-sm text-amber-200">The demo is not configured yet.</p>
+						<button
+							type="button"
+							onClick={start}
+							class="rounded-lg bg-green-500 px-5 py-3 font-bold text-slate-950 transition hover:bg-green-400"
+						>
+							Start talking
+						</button>
 					}
 				>
-					<div ref={turnstileContainer} class="min-h-[65px]" />
 					<button
 						type="button"
-						onClick={start}
-						disabled={!challenge() || starting()}
-						class="rounded-lg bg-green-500 px-5 py-3 font-bold text-slate-950 transition hover:bg-green-400 disabled:cursor-not-allowed disabled:bg-slate-700 disabled:text-slate-400"
+						onClick={stop}
+						class="rounded-lg border border-slate-600 px-5 py-3 font-semibold text-slate-200 transition hover:border-slate-400 hover:text-white"
 					>
-						{starting() ? "Connecting..." : "Start talking"}
+						Stop
 					</button>
 				</Show>
-				<Show when={error()}>
-					<p role="alert" class="m-0 rounded-lg bg-red-950 p-3 text-sm text-red-200">
-						{error()}
-					</p>
-				</Show>
-				<p class="m-0 text-xs text-slate-500">
-					Your browser will ask for microphone access. Audio is sent to the demo agent, not stored by this page.
+				<p class="m-0 text-sm text-slate-400" role="status" aria-live="polite">
+					<Show when={status()} fallback={<span class="text-amber-300">{OUTCOMES[outcome() as Outcome]}</span>}>
+						{status()}
+					</Show>
 				</p>
 			</div>
 
+			<div ref={turnstileContainer} classList={{ "mt-4": phase() === "challenge" }} />
+
+			<Show when={transcript().length > 0}>
+				<ol class="mt-4 mb-0 max-h-64 list-none space-y-2 overflow-y-auto p-0 text-sm" aria-label="Transcript">
+					<For each={transcript()}>
+						{(line) => (
+							<li class={line.role === "you" ? "text-slate-300" : "text-emerald-200"}>
+								<span class="mr-2 font-mono text-xs text-slate-500">{line.role}</span>
+								{line.text}
+							</li>
+						)}
+					</For>
+				</ol>
+			</Show>
+
 			<Show when={session()}>
 				{(active) => {
-					const publishUrl = authenticatedUrl(active().relayUrl, active().publishToken);
-					const watchUrl = authenticatedUrl(active().relayUrl, active().watchToken);
+					const gen = generation;
+					const effects = new Signals.Effect();
+					onCleanup(() => effects.close());
+					const url = new URL(active().relayUrl);
+					url.searchParams.set("jwt", active().token);
 					return (
-						<div class="space-y-5">
+						<>
 							<moq-publish
+								ref={(el: MoqPublish) => bindPublish(effects, el)}
 								class="hidden"
-								prop:url={publishUrl}
+								prop:url={url}
 								prop:name={Net.Path.from(active().requestBroadcast)}
 								prop:source="camera"
 								prop:invisible={true}
 								prop:preview="none"
 							/>
 							<moq-watch
+								ref={(el: MoqWatch) => bindWatch(effects, el, gen, active())}
 								class="hidden"
-								prop:url={watchUrl}
+								prop:url={url}
 								prop:name={Net.Path.from(active().responseBroadcast)}
 								prop:reload={true}
 								prop:volume={1}
+								// The agent sends up to ~25s ahead of real time; a lower ceiling drops its speech.
 								prop:latency={{ min: Net.Time.Milli(100), max: Net.Time.Milli(30_000) }}
 							/>
-							<p class="m-0 text-base text-slate-200">Speak normally. The agent will answer through your speakers.</p>
-							<button
-								type="button"
-								onClick={stop}
-								class="rounded-lg border border-slate-600 px-5 py-2 font-semibold text-slate-200 transition hover:border-slate-400 hover:text-white"
-							>
-								Stop session
-							</button>
-						</div>
+						</>
 					);
 				}}
 			</Show>
 
-			<div class="mt-5 space-y-2">
+			<div class="mt-4 space-y-2">
 				<moq-publish-support prop:show="error" />
 				<moq-watch-support prop:show="error" />
 			</div>
+
+			<p class="mt-4 mb-0 text-xs text-slate-500">Audio is sent to the demo agent, not stored by this page.</p>
 		</div>
 	);
 }
diff --git a/src/env.d.ts b/src/env.d.ts
index acef35f..d251921 100644
--- a/src/env.d.ts
+++ b/src/env.d.ts
@@ -1,2 +1,7 @@
 /// <reference path="../.astro/types.d.ts" />
 /// <reference types="astro/client" />
+
+interface ImportMetaEnv {
+	readonly PUBLIC_VOICE_API_URL: string;
+	readonly PUBLIC_TURNSTILE_SITE_KEY: string;
+}

From e91f9f3dbef139478aa481299ffd958248335df3 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Fri, 16 Oct 2026 10:21:11 -0700
Subject: [PATCH 09/33] Show each bot sentence once in the voice demo
 transcript

RTVI 2.x resends a bot-output segment's full text on every spoken word as
progress, so keep only the first message per segment_id.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/voice-demo.tsx | 13 +++++++++----
 1 file changed, 9 insertions(+), 4 deletions(-)

diff --git a/src/components/voice-demo.tsx b/src/components/voice-demo.tsx
index 89a8ff1..7aa5774 100644
--- a/src/components/voice-demo.tsx
+++ b/src/components/voice-demo.tsx
@@ -301,12 +301,16 @@ export default function VoiceDemo() {
 		});
 	};
 
-	const onMessage = (gen: number, { type, data }: RtviMessage) => {
+	// RTVI 2.x repeats a bot sentence on every spoken word as progress, all under
+	// one segment_id, so only the first message per segment is new text.
+	const onMessage = (gen: number, segments: Set<unknown>, { type, data }: RtviMessage) => {
 		const text = data?.text;
 		if (gen !== generation || typeof text !== "string") return;
 		if (type === "user-transcription") addLine("you", text, data?.final === true);
-		// Word-level events repeat the sentence that follows them.
-		if (type === "bot-output" && data?.aggregated_by !== "word") addLine("bot", text, true);
+		if (type === "bot-output" && !segments.has(data?.segment_id)) {
+			segments.add(data?.segment_id);
+			addLine("bot", text, true);
+		}
 	};
 
 	// Our side of RTVI: announce the client the moment the broadcast exists, so
@@ -330,6 +334,7 @@ export default function VoiceDemo() {
 
 	const bindWatch = (effects: Signals.Effect, el: MoqWatch, gen: number, admitted: Session) => {
 		let seen = false;
+		const segments = new Set<unknown>();
 		effects.run((effect) => {
 			const active = effect.get(el.broadcast.out.active);
 			if (!active) {
@@ -343,7 +348,7 @@ export default function VoiceDemo() {
 			effect.cleanup(() => track.close());
 			const consumer = new Json.Stream.Consumer<RtviMessage>(track, { compression: true });
 			effect.spawn(async () => {
-				for await (const message of consumer) onMessage(gen, message);
+				for await (const message of consumer) onMessage(gen, segments, message);
 			});
 		});
 	};

From a91e9749138c6f2243ccc93edea5b24ccca95c5b Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Fri, 16 Oct 2026 11:02:41 -0700
Subject: [PATCH 10/33] Add interruption diagrams, embed the voice demo, and
 tighten the post

- Two interruption diagrams: one MoQ track keeps playing its buffer after
  "stop", a replacement track drops it. The diagram engine gains flushed
  segments, timed words, and multiple replies.
- Render the voice demo where the DEMO placeholder was.
- Fix typos, and correct the NACK, NetEQ timestamp, Opus packet count, and
  WARP claims after a fact-check.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/voice/diagram.tsx              | 43 ++++++---
 src/components/voice/interrupt.tsx            | 96 +++++++++++++++++++
 src/components/voice/sim.ts                   |  6 +-
 src/components/voice/stt.tsx                  |  8 +-
 src/components/voice/tts.tsx                  | 10 +-
 .../blog/webrtc-is-still-the-problem.mdx      | 67 +++++++------
 6 files changed, 177 insertions(+), 53 deletions(-)
 create mode 100644 src/components/voice/interrupt.tsx

diff --git a/src/components/voice/diagram.tsx b/src/components/voice/diagram.tsx
index dd88580..5ed3e8d 100644
--- a/src/components/voice/diagram.tsx
+++ b/src/components/voice/diagram.tsx
@@ -26,7 +26,13 @@ export interface Panel {
 	bottom: Track;
 	packets: Packet[];
 	loss: Loss;
-	reply: { at: number; text: string; good: boolean }; // what the bottom lane says back
+	replies: Reply[]; // what the bottom lane says, in order; each replaces the last
+}
+
+export interface Reply {
+	at: number;
+	text: string;
+	good?: boolean; // undefined is neutral
 }
 
 export interface Props {
@@ -60,10 +66,11 @@ const COLOR = {
 	ink: "#052e16", // words, drawn on top of the green fill
 	text: "#f1f5f9",
 	dim: "#475569",
+	neutral: "#94a3b8",
 };
 
 export function Diagram(props: Props) {
-	const end = props.panel.reply.at + 0.5;
+	const end = (props.panel.replies.at(-1)?.at ?? 0) + 0.5;
 	const [t, setT] = createSignal(0);
 	const [playing, setPlaying] = createSignal(false);
 	const now = () => Math.min(t(), end);
@@ -160,7 +167,9 @@ export function Diagram(props: Props) {
 					<Network {...view} packets={p.packets} loss={p.loss} />
 					<TrackView {...view} track={p.top} y={TOP_Y} name="top" notes="below" />
 					<TrackView {...view} track={p.bottom} y={BOTTOM_Y} name="bottom" notes="above" />
-					<Bubble reply={p.reply} t={now} />
+					<For each={p.replies}>
+						{(reply) => <Bubble reply={reply} show={p.replies.findLast((r) => now() >= r.at) === reply} />}
+					</For>
 				</svg>
 			</div>
 
@@ -341,7 +350,7 @@ function SegmentView(props: { s: Segment; t: Accessor<number>; x: number; y: num
 	const missing = () => has(props.s.missing, props.t()) && !have() && !lost();
 
 	return (
-		<g>
+		<Show when={!has(props.s.flushed, props.t())}>
 			<Show when={have() && !lost()}>
 				<rect x={props.x} y={props.y} width={props.w} height={TRACK_H} fill={COLOR.have} />
 			</Show>
@@ -362,7 +371,7 @@ function SegmentView(props: { s: Segment; t: Accessor<number>; x: number; y: num
 			<Show when={lost()}>
 				<rect x={props.x} y={props.y} width={props.w} height={TRACK_H} fill={props.hatch} />
 			</Show>
-		</g>
+		</Show>
 	);
 }
 
@@ -376,19 +385,23 @@ function WordView(props: {
 }) {
 	const overlap = props.segments.filter((s) => s.ts < props.word.end && s.ts + FRAME > props.word.start);
 	const lost = () => overlap.some((s) => has(s.lost, props.t()));
+	const exists = () =>
+		(props.word.from === undefined || has(props.word.from, props.t())) && !has(props.word.until, props.t());
 
 	const x1 = props.x(props.word.start);
 	const x2 = props.x(props.word.end);
 	const mid = props.y + TRACK_H / 2;
 
 	return (
-		<Show
-			when={!lost()}
-			fallback={<SpriteView sprite={ART.garbled} t={props.t} x={(x1 + x2) / 2} y={mid} w={x2 - x1} h={16} stretch />}
-		>
-			<text x={(x1 + x2) / 2} y={mid + 5} text-anchor="middle" font-weight="bold" fill={COLOR.ink}>
-				{props.word.text}
-			</text>
+		<Show when={exists()}>
+			<Show
+				when={!lost()}
+				fallback={<SpriteView sprite={ART.garbled} t={props.t} x={(x1 + x2) / 2} y={mid} w={x2 - x1} h={16} stretch />}
+			>
+				<text x={(x1 + x2) / 2} y={mid + 5} text-anchor="middle" font-weight="bold" fill={COLOR.ink}>
+					{props.word.text}
+				</text>
+			</Show>
 		</Show>
 	);
 }
@@ -466,15 +479,15 @@ function PacketView(props: { p: Packet; t: Accessor<number>; x: number; y0: numb
 }
 
 // The bottom lane's reply, in a speech bubble pointing back at its avatar.
-function Bubble(props: { reply: Panel["reply"]; t: Accessor<number> }) {
-	const color = props.reply.good ? COLOR.done : COLOR.lost;
+function Bubble(props: { reply: Reply; show: boolean }) {
+	const color = props.reply.good === undefined ? COLOR.neutral : props.reply.good ? COLOR.done : COLOR.lost;
 	// SVG text can't be measured before render; ~7.5 units per character at 13px is close enough.
 	const w = props.reply.text.length * 7.5 + 28;
 	const x = GUTTER;
 	const y = BUBBLE_Y;
 
 	return (
-		<g opacity={props.t() >= props.reply.at ? 1 : 0} style={{ transition: "opacity 0.3s" }}>
+		<g opacity={props.show ? 1 : 0} style={{ transition: "opacity 0.3s" }}>
 			<path
 				d={`M${x + 12} ${y} L${x - 8} ${y - 10} L${x + 26} ${y}`}
 				fill={COLOR.track}
diff --git a/src/components/voice/interrupt.tsx b/src/components/voice/interrupt.tsx
new file mode 100644
index 0000000..38614b4
--- /dev/null
+++ b/src/components/voice/interrupt.tsx
@@ -0,0 +1,96 @@
+// Interruptions: the AI has already sent its answer ahead into your buffer, then you tell it to stop.
+import { Diagram, type Panel } from "./diagram";
+import { arrival, FLIGHT, FRAME, frames, head, type Packet, type Segment, transmit, type Word } from "./sim";
+import { WORDS } from "./tts";
+
+const AXIS = 5.4;
+const GENERATE = 10; // the model speaks 10x faster than real-time
+const THROUGHPUT = 3; // MoQ sends as fast as the network allows
+const DELAY = 0.5; // the player starts playback after a short delay
+const NONE = { start: 0, end: 0 }; // no packet loss, the network is fine
+
+const STOP = 1.7; // you say "stop", partway through "It's"
+const HEARD = STOP + FLIGHT; // the AI hears you, drops the old track, and starts a new one
+const CUT = 1.8; // the media timestamp the new track starts at, right after "been"
+const OKAY: Word = { text: "Okay.", start: 1.9, end: 2.3, from: HEARD };
+
+function panel(replace: boolean): Panel {
+	const generated = (ts: number) => (ts + FRAME) / GENERATE;
+	const old = transmit(frames(AXIS), (ts) => Math.max(generated(ts), ts / THROUGHPUT), NONE, false);
+	const fresh = replace
+		? transmit(
+				frames(CUT + 0.6).filter((ts) => ts >= CUT),
+				(ts) => HEARD + (ts - CUT + FRAME) / GENERATE,
+				NONE,
+				false,
+			)
+		: [];
+
+	// The player notices the swap when the new track's first packet shows up.
+	const swap = fresh.length ? (arrival(fresh[0]) ?? 0) : Number.POSITIVE_INFINITY;
+	const dropped = (p: Packet) => replace && old.includes(p) && p.ts >= CUT;
+
+	const spoken: Segment[] = [...old, ...fresh].map((p) => ({
+		ts: p.ts,
+		have: Math.min(p.sent, generated(p.ts)),
+		start: p.sent,
+		done: p.sent + FRAME / THROUGHPUT,
+		flushed: dropped(p) ? HEARD : undefined,
+	}));
+
+	const heard: Segment[] = [...old, ...fresh].map((p) => {
+		const have = arrival(p);
+		if (dropped(p)) return { ts: p.ts, have, flushed: swap };
+		const play = p.ts + DELAY;
+		return { ts: p.ts, have, start: play, done: play + FRAME };
+	});
+
+	// Old words past the cut vanish along with their track.
+	const words = (gone: number) => [
+		...WORDS.map((w) => (replace && w.start >= CUT ? { ...w, until: gone } : w)),
+		...(replace ? [OKAY] : []),
+	];
+
+	const note = (t: number) => {
+		if (t < STOP) return undefined;
+		if (replace) return t >= swap ? `dropped ${(AXIS - CUT).toFixed(1)}s of buffered audio` : undefined;
+		return head(heard, t) < AXIS - 0.01 ? `still talking ${(t - STOP).toFixed(1)}s after “stop”` : undefined;
+	};
+
+	const finished = (replace ? CUT + 0.6 : AXIS) + DELAY;
+
+	return {
+		title: "MoQ",
+		subtitle: replace
+			? "replaces the track, the player drops the old buffer"
+			: "one track, the player keeps its buffer",
+		top: { who: "ai", words: words(HEARD), segments: spoken },
+		bottom: { who: "you", words: words(swap), segments: heard, note },
+		packets: [...old, ...fresh],
+		loss: NONE,
+		replies: [
+			{ at: STOP, text: "“Stop!”" },
+			replace
+				? { at: finished + 0.2, text: "“Thanks.”", good: true }
+				: { at: finished + 0.2, text: "“I said STOP.”", good: false },
+		],
+	};
+}
+
+const PANELS = { same: panel(false), new: panel(true) };
+
+const LABELS = {
+	same: "Interrupting over a single MoQ track: the answer is already buffered, so the AI keeps talking after you say stop.",
+	new: "Interrupting by replacing the MoQ track: the player drops the old track's buffer and plays the new one.",
+};
+
+export default function Interrupt(props: { track: "same" | "new" }) {
+	return (
+		<Diagram
+			axis={AXIS}
+			panel={PANELS[props.track]}
+			legend={{ done: "sent / played", have: "generated / buffered" }}
+			label={LABELS[props.track]}
+		/>
+	);
+}
diff --git a/src/components/voice/sim.ts b/src/components/voice/sim.ts
index b6df74c..1f62710 100644
--- a/src/components/voice/sim.ts
+++ b/src/components/voice/sim.ts
@@ -11,6 +11,8 @@ export interface Word {
 	text: string;
 	start: number;
 	end: number;
+	from?: number; // wall-clock window the word exists in, for audio that gets replaced
+	until?: number;
 }
 
 // A packet-sized slice of a track, keyed by media timestamp.
@@ -22,6 +24,7 @@ export interface Segment {
 	done?: number; // consumption finishes
 	missing?: number; // known to be missing, waiting on a retransmit
 	lost?: number; // given up on
+	flushed?: number; // thrown away unconsumed, along with the rest of its track
 }
 
 export interface Packet {
@@ -72,6 +75,7 @@ export function has(at: number | undefined, t: number): boolean {
 export function head(segments: Segment[], t: number): number {
 	let pos = 0;
 	for (const s of segments) {
+		if (has(s.flushed, t)) continue;
 		if (has(s.lost, t)) pos = Math.max(pos, s.ts + FRAME);
 		const f = fill(s, t);
 		if (f > 0) pos = Math.max(pos, s.ts + FRAME * f);
@@ -81,7 +85,7 @@ export function head(segments: Segment[], t: number): number {
 
 // When consumption reaches media timestamp `ts`, the inverse of head().
 export function reach(segments: Segment[], ts: number): number | undefined {
-	const s = segments.find((s) => ts < s.ts + FRAME);
+	const s = segments.find((s) => ts < s.ts + FRAME && (s.start !== undefined || s.lost !== undefined));
 	if (s?.lost !== undefined) return s.lost;
 	if (s?.start === undefined || s.done === undefined) return undefined;
 	return s.start + ((s.done - s.start) * Math.max(0, ts - s.ts)) / FRAME;
diff --git a/src/components/voice/stt.tsx b/src/components/voice/stt.tsx
index cf9e063..07e1991 100644
--- a/src/components/voice/stt.tsx
+++ b/src/components/voice/stt.tsx
@@ -57,9 +57,11 @@ function panel(retransmit: boolean): Panel {
 		bottom: { who: "ai", words: WORDS, segments: heard, note },
 		packets,
 		loss: LOSS,
-		reply: retransmit
-			? { at: finished + 0.3, text: "“Paris.”", good: true }
-			: { at: finished + 0.3, text: "“France is a country in Western Europe.”", good: false },
+		replies: [
+			retransmit
+				? { at: finished + 0.3, text: "“Paris.”", good: true }
+				: { at: finished + 0.3, text: "“France is a country in Western Europe.”", good: false },
+		],
 	};
 }
 
diff --git a/src/components/voice/tts.tsx b/src/components/voice/tts.tsx
index c7d941f..b64031e 100644
--- a/src/components/voice/tts.tsx
+++ b/src/components/voice/tts.tsx
@@ -2,7 +2,7 @@
 import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
-const WORDS = [
+export const WORDS = [
 	{ text: "Paris.", start: 0.1, end: 0.61 },
 	{ text: "It's", start: 0.93, end: 1.27 },
 	{ text: "been", start: 1.44, end: 1.78 },
@@ -76,9 +76,11 @@ function panel(moq: boolean): Panel {
 		bottom: { who: "you", words: WORDS, segments: heard, note: buffered },
 		packets,
 		loss,
-		reply: moq
-			? { at: finished + 0.2, text: "“Huh, I didn’t know that.”", good: true }
-			: { at: finished + 0.2, text: "“Sorry, you cut out. It’s what?”", good: false },
+		replies: [
+			moq
+				? { at: finished + 0.2, text: "“Huh, I didn’t know that.”", good: true }
+				: { at: finished + 0.2, text: "“Sorry, you cut out. It’s what?”", good: false },
+		],
 	};
 }
 
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index a72c0f5..2153029 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -9,11 +9,12 @@ date: 2026-07-31
 
 import SpeechToText from "@/components/voice/stt";
 import TextToSpeech from "@/components/voice/tts";
+import Interrupt from "@/components/voice/interrupt";
 import VoiceDemo from "@/components/voice-demo.astro";
 import Author from "@/components/author.astro";
 
 # OpenAI still has a WebRTC Problem
-On a previous episode, [I flammed OpenAI for using WebRTC](/blog/webrtc-is-the-problem) and it went [viral on Hacker News](https://news.ycombinator.com/item?id=48051951).
+On a previous episode, [I flamed OpenAI for using WebRTC](/blog/webrtc-is-the-problem) and it went [viral on Hacker News](https://news.ycombinator.com/item?id=48051951).
 
 **thx**
 
@@ -43,8 +44,8 @@ A kraken nibbles on some underwater cable.
 All too common I'm afraid.
 
 WebRTC is designed for conference calls, aka real humans and real voices.
-It is hyper aggressive any will drop any late audio packets to keep latency **real-time**.
-Just like Leonardo Dicaprio, anything above 30ms is too old.
+It is hyper aggressive and will drop any late audio packets to keep latency **real-time**.
+Just like Leonardo DiCaprio, anything above 30ms is too old.
 
 <SpeechToText transport="webrtc" client:visible />
 
@@ -52,11 +53,12 @@ Just like Leonardo Dicaprio, anything above 30ms is too old.
 
 WebRTC *could* detect packet loss and retransmit.
 That's what TCP does after all, and it powers most of the internet.
-But WebRTC will never retransmit audio for **product reasons**.
+But WebRTC won't retransmit audio (by default) for **product reasons**.
 
 We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
 Retransmitted audio packets will be delayed, either introducing latency, or a burst of audio.
 Our neurons can only fire so fast and don't want to process time shifts.
+You *can* munge the SDP to enable NACKs, but the jitter buffer is so tiny that a late retransmit gets dropped anyway.
 
 But this kind of sucks for a **voice AI product**. 
 You walk out of wifi range, hit a cellular dead zone, or starlink terminal switches satellites.
@@ -113,18 +115,19 @@ So that's what Mr. MoQ does.
 <SpeechToText transport="moq" client:visible />
 
 It's not expensive either: audio is *tiny*.
-1s of Opus @ 64Kbps is 6 UDP packets.
-We have **literal seconds** to retransmit **6 packets** to avoid any user impact.
+1s of Opus @ 64Kbps is 8KB, aka 50 tiny packets that would fit in ~6 full-sized ones.
+We have **literal seconds** to retransmit a few KB to avoid any user impact.
 
 **All the context arrives in time!**
 The model no longer has to guess, and it doesn't have to be trained on packet loss distortion either.
 
 ## Not Just Mics
 Guess what? 
-WebRTC doesn't just suck for SST, it also sucks for TTS.
+WebRTC doesn't just suck for STT, it also sucks for TTS.
 
 WebRTC renders audio (and video) based on **when it arrives**.
-I wish I was kidding, there's a timestamp on the wire for each frame but it's more-or-less ignored.
+I wish I was kidding. There's a timestamp on the wire, but WebRTC plays audio relative to when it arrives and squeezes it back down to a tiny buffer.
+Send it early and NetEQ speeds it up or throws it away.
 
 That's quite unfortunate because TTS is generated faster than real-time.
 In order to play back audio at the correct time with WebRTC, voice AI needs to **sleep before transmitting each packet**.
@@ -160,7 +163,7 @@ Be my guest if you want to argue with Cisco and get it into the official standar
 Then why is [OpenAI using WebRTC](https://openai.com/index/delivering-low-latency-voice-ai-at-scale/)?
 
 WebRTC is the state of the art for real-time, conversational audio.
-Its available in every browser via [libwebrtc](https://webrtc.googlesource.com/src), a C++ monolith maintained by Google.
+It's available in every browser via [libwebrtc](https://webrtc.googlesource.com/src), a C++ monolith maintained by Google.
 It's so complicated and sophisticated that Safari and Firefox use `libwebrtc` too, rather than ~~vibe~~ code their own like every other browser component.
 
 The problem is that **WebRTC *is* the Google Meet client**.
@@ -175,22 +178,22 @@ But for native you can fork the fuck out of WebRTC and make your own protocol ov
 
 
 ## Fix It Fix It Fix It
-So that's your hyper deluxe OpenAI voice AI model, after billions invested, has the audacity to ask: 
+So your hyper deluxe OpenAI voice AI model, after billions invested, has the audacity to ask: 
 **can you repeat that?**
 
 I could dump on WebRTC for days, but I want to be positive for a change.
 Here's how we can fix it:
 
 1. **Petition Google** to implement [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) for audio (it's video only).
-2. **Petition Google** to enable NACKs and retransmissions for audio (in libwebrtc).
+2. **Petition Google** to enable NACKs and retransmissions for audio by default (in libwebrtc).
 3. **Petition Google** to disable NetEQ, and let the jitter buffer grow into the future (for TTS).
 4. **Petition all of the other WebRTC libraries**  to do the same.
-5. Figure out how to handle interuptions? IDK like an RTP extension to clear the buffer generation.
+5. Figure out how to handle interruptions? IDK like an RTP extension to clear the buffer generation.
 
 Some of these might be done already, IDK I don't keep up to date with the *latest WebRTC advancements*.
 I unironically asked Grok Bot instead.
 
-I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exatly what you want for voice AI
+I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exactly what you want for voice AI.
 But in true WebRTC fashion, higher latency/quality playback has **never** been a priority, which is why it's unusable (video only?!).
 
 **Fun Fact**: This is why I ended up making MoQ.
@@ -198,7 +201,7 @@ We tried using WebRTC at Twitch but the lack of buffer control destroyed the qua
 I am but a humble software engineer, and could not petition Google.
 
 But OpenAI has enough sway to fix WebRTC.
-One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html), ironically the same name as the first [MoQ draft](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html) that I wrote.
+One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html) (faster connection setup), ironically the same name as the first [MoQ draft](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html) that I wrote.
 Keep at it Justin, or join the Dark Side with me...
 
 ## Enter The Protagonist
@@ -216,13 +219,13 @@ A huge thank you to [Vanessa](https://github.com/vipyne) and [Claude Code](https
 Here's a crude demo with my credit card deets attached. 
 please don't milk me dry.
 
-DEMO
+<VoiceDemo />
 
 Note that I've only spent like a day of ~work~ prompting on this.
 It took me significantly longer to write this damn blog post.
 Don't judge too harshly pls.
 
-## Interuptions
+## Interruptions
 We're not done yet.
 I wanted to shill the MoQ in the middle of the blog and use the rest...
 
@@ -232,6 +235,8 @@ Sometimes the AI is monologuing and you need to tell it to STFU.
 It's pretty easy to do with WebRTC because of the sleep before sending each packet.
 But with MoQ, we need some signal to tell the player to **abandon the TTS buffer**.
 
+<Interrupt track="same" client:visible />
+
 My solution for this is deviously clever.
 So clever.
 
@@ -244,20 +249,22 @@ Just make a new audio track and remove the old one to have the TTS STFU.
 The player seamlessly switches tracks and uses timestamps to keep synchronization.
 ez
 
+<Interrupt track="new" client:visible />
+
 ## Butt-to-Butt
 > Hey stupid, your blog post is wrong. You didn't mention [speech-to-speech](https://openai.com/index/introducing-the-realtime-api/)?
 
 Oops, I didn't know speech-to-speech existed before [hip firing my last post](/blog/webrtc-is-the-problem).
 I probably should have first done *some* research on the state of voice AI.
 
-**DISCLAIMER**: I barely the state of voice AI before writing this blog post.
+**DISCLAIMER**: I barely knew the state of voice AI before writing this blog post.
 I give you full permission to tweet `@kixelated ur stupid`.
 
 The idea behind speech-to-speech is to cut out the text middleman.
 The disjoint STT -> LLM -> TTS pipelines get **smashed together**, reducing latency while preserving verbal context.
 OpenAI is the pioneer in this space and they deserve **mad props**.
 
-So this vidicates WebRTC right?
+So this vindicates WebRTC right?
 The speech-to-speech latency can be low enough to justify dropping packets?
 
 Not so fast literary strawman.
@@ -293,7 +300,7 @@ Media over QUIC supports both:
 - **loss-less quality** for slow replies.
 
 **Your network transport should be aligned with your latency budget.**
-If a product manager says can wait up to 10s for a reply, then you should be trying to retransmit right up until that deadline.
+If a product manager says users can wait up to 10s for a reply, then you should be trying to retransmit right up until that deadline.
 
 ## It's Simple: Predict the Future
 > Hey stupid, your blog post is wrong. You didn't mention [FEC](https://en.wikipedia.org/wiki/Error_correction_code).
@@ -308,7 +315,7 @@ Two in a row, or an entire second in a row, and you're out of luck.
 
 FEC involves fortune telling; trying to predict the shape of upcoming packet loss.
 The reality is that most packet loss on the internet is bursty and caused by bufferbloat.
-Sending additional packets can aggrevate congestion if you're not careful.
+Sending additional packets can aggravate congestion if you're not careful.
 
 But if you insist, QUIC libraries *could* totally transmit the data as many times as you want.
 Basically [RED](https://bloggeek.me/webrtcglossary/red/) but you could even do it based on byte offsets, not packets.
@@ -327,7 +334,7 @@ We may have gotten off on the wrong foot.
 I'll make it up to both of you.
 Here's some **free ideas** you could prototype with your unlimited Fable/Astro access.
 
-Just give me `Co-Authored By` credit on the git commits.
+Just give me `Co-Authored-By` credit on the git commits.
 Maybe a donation or two to your local open source maintainer.
 
 ### Aggressive Speech-to-Speech, Conservative STT->LLM->TTS
@@ -341,7 +348,7 @@ Under normal conditions, the speech-to-speech pipeline will be zero latency.
 During congestion, latency can increase up to 1s, which I argue is snappy enough considering shit network conditions.
 
 Meanwhile, the STT->LLM->TTS pipeline will wait for *up to* 10s for audio gaps to be filled before starting work.
-The don't waste exptensive tokens on distorted/wrong prompts during congestion.
+It doesn't waste expensive tokens on distorted/wrong prompts during congestion.
 Note that it's still zero latency when there's no congestion.
 
 **Fun fact**, MoQ supports this for free.
@@ -386,31 +393,31 @@ What if we focus on aligning them?
 MoQ defaults to prioritizing new data (within a track), but that's technically configurable.
 You could split up audio (or video) based on importance:
 
-**high priority**: what capital france
-**low priority**: is le
+**high priority**: what capital france\
+**low priority**: is le\
 **zero priority**: `<silence>`
 
 The way you would do this via MoQ is to create separate tracks, and use timestamps to stitch between them (or fill in gaps).
 The high priority track would get first dibs on available bandwidth and would have a higher max-latency.
 
 That's the easy part.
-The hard part is actually identify the relative weight of each *sound* on the client.
+The hard part is actually identifying the relative weight of each *sound* on the client.
 But I mean that's similar to VAD... and it can't be that difficult right...?
 
 The other hard part is actually giving a shit.
-Audio bitrates as so low that you rarely get a chance to prioritize.
-But the same logic can applies to other things, like video (prioritize frames).
+Audio bitrates are so low that you rarely get a chance to prioritize.
+But the same logic applies to other things, like video (prioritize frames).
 
 ### Back-fill that Boye
 The other problem with dropping data is that it's a one-way door.
 
 **Bold prediction**: The next Claudism will be **one-way door** after it's been trained on this post.
 
-One a network transport decides to drop data over the network, it can't be *used for other things*.
+Once a network transport decides to drop data over the network, it can't be *used for other things*.
 Now, I'm not suggesting that frontier labs store a user's raw audio... but maybe they should.
 
-When there's network congestion and we hit the configured `max-latency`, somethings gotta give.
-The AI model has to guess based on incomplete data: did it do good jab or bad job.
+When there's network congestion and we hit the configured `max-latency`, something's gotta give.
+The AI model has to guess based on incomplete data: did it do a good job or bad job.
 **How do we know?**
 
 Well... maybe don't actually drop the audio; keep that shit in RAM.

From 56f1448b35867631b060c4d89ad78be2af098b23 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Fri, 16 Oct 2026 12:25:44 -0700
Subject: [PATCH 11/33] Draw interruptions as a second track that discards the
 old buffer

The track-swap diagram now has two lanes per side: the old track's buffered
audio is X'd out as discarded, and the replacement plays on its own lane.
The diagram engine stacks any number of lanes per side, replacing the
flushed-segment and timed-word special cases.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/voice/diagram.tsx   | 87 ++++++++++++++++-----------
 src/components/voice/interrupt.tsx | 95 +++++++++++++++++-------------
 src/components/voice/sim.ts        |  6 +-
 src/components/voice/stt.tsx       |  4 +-
 src/components/voice/tts.tsx       |  4 +-
 5 files changed, 112 insertions(+), 84 deletions(-)

diff --git a/src/components/voice/diagram.tsx b/src/components/voice/diagram.tsx
index 5ed3e8d..cc89907 100644
--- a/src/components/voice/diagram.tsx
+++ b/src/components/voice/diagram.tsx
@@ -22,8 +22,8 @@ export interface Track {
 export interface Panel {
 	title: string;
 	subtitle: string;
-	top: Track;
-	bottom: Track;
+	top: Track[]; // stacked lanes, one per track; the network sits between the two sides
+	bottom: Track[];
 	packets: Packet[];
 	loss: Loss;
 	replies: Reply[]; // what the bottom lane says, in order; each replaces the last
@@ -38,7 +38,7 @@ export interface Reply {
 export interface Props {
 	axis: number; // media seconds shown on the x-axis
 	panel: Panel;
-	legend: { have: string; done: string };
+	legend: { have: string; done: string; lost?: string };
 	label: string; // accessible description of the whole animation
 }
 
@@ -51,11 +51,14 @@ const GUTTER = 64;
 const TRACK_W = W - GUTTER - 4;
 const TRACK_H = 32;
 const AVATAR = 44;
+const LANE_GAP = 8;
+const NET_H = 78;
 const TOP_Y = 6;
-const BOTTOM_Y = 116;
-const BUBBLE_Y = BOTTOM_Y + TRACK_H + 16;
 const BUBBLE_H = 30;
-const H = BUBBLE_Y + BUBBLE_H + 4;
+
+// The y of each lane on a side, top to bottom.
+const lanes = (y: number, count: number) => Array.from({ length: count }, (_, i) => y + i * (TRACK_H + LANE_GAP));
+const span = (count: number) => count * TRACK_H + (count - 1) * LANE_GAP;
 
 const COLOR = {
 	done: "#22c55e",
@@ -137,7 +140,12 @@ export function Diagram(props: Props) {
 
 	const p = props.panel;
 	const retransmits = p.packets.some((p) => p.rtx !== undefined);
-	const losses = [...p.top.segments, ...p.bottom.segments].some((s) => s.lost !== undefined);
+	const losses = [...p.top, ...p.bottom].some((track) => track.segments.some((s) => s.lost !== undefined));
+
+	const netY = TOP_Y + span(p.top.length);
+	const bottomY = netY + NET_H;
+	const bubbleY = bottomY + span(p.bottom.length) + 16;
+	const h = bubbleY + BUBBLE_H + 4;
 
 	return (
 		<figure ref={root} class="not-prose card my-8 select-none p-4 sm:p-5">
@@ -157,18 +165,18 @@ export function Diagram(props: Props) {
 				aria-valuetext={`${now().toFixed(1)} seconds`}
 				onKeyDown={key}
 			>
-				<svg viewBox={`0 0 ${W} ${H}`} class="block w-full" font-size="14" aria-hidden="true">
+				<svg viewBox={`0 0 ${W} ${h}`} class="block w-full" font-size="14" aria-hidden="true">
 					<defs>
 						<pattern id={`${id}-lost`} width="6" height="6" patternUnits="userSpaceOnUse" patternTransform="rotate(45)">
 							<rect width="6" height="6" fill="rgba(239, 68, 68, 0.2)" />
 							<rect width="2" height="6" fill={COLOR.lost} />
 						</pattern>
 					</defs>
-					<Network {...view} packets={p.packets} loss={p.loss} />
-					<TrackView {...view} track={p.top} y={TOP_Y} name="top" notes="below" />
-					<TrackView {...view} track={p.bottom} y={BOTTOM_Y} name="bottom" notes="above" />
+					<Network {...view} packets={p.packets} loss={p.loss} y0={netY} y1={bottomY} />
+					<Side {...view} tracks={p.top} y={TOP_Y} name="top" notes="below" />
+					<Side {...view} tracks={p.bottom} y={bottomY} name="bottom" notes="above" />
 					<For each={p.replies}>
-						{(reply) => <Bubble reply={reply} show={p.replies.findLast((r) => now() >= r.at) === reply} />}
+						{(reply) => <Bubble reply={reply} y={bubbleY} show={p.replies.findLast((r) => now() >= r.at) === reply} />}
 					</For>
 				</svg>
 			</div>
@@ -191,7 +199,7 @@ export function Diagram(props: Props) {
 					<Swatch stroke={COLOR.missing}>waiting for retransmit</Swatch>
 				</Show>
 				<Show when={losses}>
-					<Swatch fill={`url(#${id}-lost)`}>lost forever</Swatch>
+					<Swatch fill={`url(#${id}-lost)`}>{props.legend.lost ?? "lost forever"}</Swatch>
 				</Show>
 			</div>
 		</figure>
@@ -253,6 +261,25 @@ function SpriteView(props: {
 	);
 }
 
+// One side's avatar beside its stack of lanes.
+function Side(props: ViewProps & { tracks: Track[]; y: number; name: string; notes: "above" | "below" }) {
+	const ys = lanes(props.y, props.tracks.length);
+	return (
+		<g>
+			<SpriteView
+				sprite={ART[props.tracks[0].who]}
+				t={props.t}
+				x={GUTTER / 2 - 4}
+				y={props.y + span(props.tracks.length) / 2}
+				w={AVATAR}
+			/>
+			<For each={props.tracks}>
+				{(track, i) => <TrackView {...props} track={track} y={ys[i()]} name={`${props.name}-${i()}`} />}
+			</For>
+		</g>
+	);
+}
+
 function TrackView(props: ViewProps & { track: Track; y: number; name: string; notes: "above" | "below" }) {
 	const w = props.x(FRAME) - props.x(0);
 	const pos = () => head(props.track.segments, props.t());
@@ -265,8 +292,6 @@ function TrackView(props: ViewProps & { track: Track; y: number; name: string; n
 
 	return (
 		<g>
-			<SpriteView sprite={ART[props.track.who]} t={props.t} x={GUTTER / 2 - 4} y={props.y + TRACK_H / 2} w={AVATAR} />
-
 			<clipPath id={bar}>
 				<rect x={GUTTER} y={props.y} width={TRACK_W} height={TRACK_H} rx="8" />
 			</clipPath>
@@ -350,7 +375,7 @@ function SegmentView(props: { s: Segment; t: Accessor<number>; x: number; y: num
 	const missing = () => has(props.s.missing, props.t()) && !have() && !lost();
 
 	return (
-		<Show when={!has(props.s.flushed, props.t())}>
+		<g>
 			<Show when={have() && !lost()}>
 				<rect x={props.x} y={props.y} width={props.w} height={TRACK_H} fill={COLOR.have} />
 			</Show>
@@ -371,7 +396,7 @@ function SegmentView(props: { s: Segment; t: Accessor<number>; x: number; y: num
 			<Show when={lost()}>
 				<rect x={props.x} y={props.y} width={props.w} height={TRACK_H} fill={props.hatch} />
 			</Show>
-		</Show>
+		</g>
 	);
 }
 
@@ -385,30 +410,26 @@ function WordView(props: {
 }) {
 	const overlap = props.segments.filter((s) => s.ts < props.word.end && s.ts + FRAME > props.word.start);
 	const lost = () => overlap.some((s) => has(s.lost, props.t()));
-	const exists = () =>
-		(props.word.from === undefined || has(props.word.from, props.t())) && !has(props.word.until, props.t());
 
 	const x1 = props.x(props.word.start);
 	const x2 = props.x(props.word.end);
 	const mid = props.y + TRACK_H / 2;
 
 	return (
-		<Show when={exists()}>
-			<Show
-				when={!lost()}
-				fallback={<SpriteView sprite={ART.garbled} t={props.t} x={(x1 + x2) / 2} y={mid} w={x2 - x1} h={16} stretch />}
-			>
-				<text x={(x1 + x2) / 2} y={mid + 5} text-anchor="middle" font-weight="bold" fill={COLOR.ink}>
-					{props.word.text}
-				</text>
-			</Show>
+		<Show
+			when={!lost()}
+			fallback={<SpriteView sprite={ART.garbled} t={props.t} x={(x1 + x2) / 2} y={mid} w={x2 - x1} h={16} stretch />}
+		>
+			<text x={(x1 + x2) / 2} y={mid + 5} text-anchor="middle" font-weight="bold" fill={COLOR.ink}>
+				{props.word.text}
+			</text>
 		</Show>
 	);
 }
 
-function Network(props: ViewProps & { packets: Packet[]; loss: Loss }) {
-	const y0 = TOP_Y + TRACK_H;
-	const y1 = BOTTOM_Y;
+function Network(props: ViewProps & { packets: Packet[]; loss: Loss; y0: number; y1: number }) {
+	const y0 = props.y0;
+	const y1 = props.y1;
 	const mid = (y0 + y1) / 2;
 
 	// The kraken eats every packet sent while it's around; shade the slice it has chewed so far.
@@ -479,12 +500,12 @@ function PacketView(props: { p: Packet; t: Accessor<number>; x: number; y0: numb
 }
 
 // The bottom lane's reply, in a speech bubble pointing back at its avatar.
-function Bubble(props: { reply: Reply; show: boolean }) {
+function Bubble(props: { reply: Reply; y: number; show: boolean }) {
 	const color = props.reply.good === undefined ? COLOR.neutral : props.reply.good ? COLOR.done : COLOR.lost;
 	// SVG text can't be measured before render; ~7.5 units per character at 13px is close enough.
 	const w = props.reply.text.length * 7.5 + 28;
 	const x = GUTTER;
-	const y = BUBBLE_Y;
+	const y = props.y;
 
 	return (
 		<g opacity={props.show ? 1 : 0} style={{ transition: "opacity 0.3s" }}>
diff --git a/src/components/voice/interrupt.tsx b/src/components/voice/interrupt.tsx
index 38614b4..82489be 100644
--- a/src/components/voice/interrupt.tsx
+++ b/src/components/voice/interrupt.tsx
@@ -10,78 +10,89 @@ const DELAY = 0.5; // the player starts playback after a short delay
 const NONE = { start: 0, end: 0 }; // no packet loss, the network is fine
 
 const STOP = 1.7; // you say "stop", partway through "It's"
-const HEARD = STOP + FLIGHT; // the AI hears you, drops the old track, and starts a new one
+const HEARD = STOP + FLIGHT; // the AI hears you, discards the old track, and starts a new one
 const CUT = 1.8; // the media timestamp the new track starts at, right after "been"
-const OKAY: Word = { text: "Okay.", start: 1.9, end: 2.3, from: HEARD };
+const OKAY: Word[] = [{ text: "Okay.", start: 1.9, end: 2.3 }];
 
-function panel(replace: boolean): Panel {
-	const generated = (ts: number) => (ts + FRAME) / GENERATE;
-	const old = transmit(frames(AXIS), (ts) => Math.max(generated(ts), ts / THROUGHPUT), NONE, false);
-	const fresh = replace
-		? transmit(
-				frames(CUT + 0.6).filter((ts) => ts >= CUT),
-				(ts) => HEARD + (ts - CUT + FRAME) / GENERATE,
-				NONE,
-				false,
-			)
-		: [];
+const generated = (ts: number) => (ts + FRAME) / GENERATE;
 
-	// The player notices the swap when the new track's first packet shows up.
-	const swap = fresh.length ? (arrival(fresh[0]) ?? 0) : Number.POSITIVE_INFINITY;
-	const dropped = (p: Packet) => replace && old.includes(p) && p.ts >= CUT;
-
-	const spoken: Segment[] = [...old, ...fresh].map((p) => ({
+function spoken(packets: Packet[], discard?: number): Segment[] {
+	return packets.map((p) => ({
 		ts: p.ts,
 		have: Math.min(p.sent, generated(p.ts)),
 		start: p.sent,
 		done: p.sent + FRAME / THROUGHPUT,
-		flushed: dropped(p) ? HEARD : undefined,
+		lost: discard !== undefined && p.ts >= CUT ? discard : undefined,
 	}));
+}
 
-	const heard: Segment[] = [...old, ...fresh].map((p) => {
+function heard(packets: Packet[], discard?: number): Segment[] {
+	return packets.map((p) => {
 		const have = arrival(p);
-		if (dropped(p)) return { ts: p.ts, have, flushed: swap };
+		if (discard !== undefined && p.ts >= CUT) return { ts: p.ts, have, lost: discard };
 		const play = p.ts + DELAY;
 		return { ts: p.ts, have, start: play, done: play + FRAME };
 	});
+}
+
+const old = transmit(frames(AXIS), (ts) => Math.max(generated(ts), ts / THROUGHPUT), NONE, false);
 
-	// Old words past the cut vanish along with their track.
-	const words = (gone: number) => [
-		...WORDS.map((w) => (replace && w.start >= CUT ? { ...w, until: gone } : w)),
-		...(replace ? [OKAY] : []),
-	];
+function same(): Panel {
+	const played = heard(old);
+	const note = (t: number) =>
+		t >= STOP && head(played, t) < AXIS - 0.01 ? `still talking ${(t - STOP).toFixed(1)}s after “stop”` : undefined;
 
-	const note = (t: number) => {
-		if (t < STOP) return undefined;
-		if (replace) return t >= swap ? `dropped ${(AXIS - CUT).toFixed(1)}s of buffered audio` : undefined;
-		return head(heard, t) < AXIS - 0.01 ? `still talking ${(t - STOP).toFixed(1)}s after “stop”` : undefined;
+	return {
+		title: "MoQ",
+		subtitle: "one track, the player keeps its buffer",
+		top: [{ who: "ai", words: WORDS, segments: spoken(old) }],
+		bottom: [{ who: "you", words: WORDS, segments: played, note }],
+		packets: old,
+		loss: NONE,
+		replies: [
+			{ at: STOP, text: "“Stop!”" },
+			{ at: AXIS + DELAY + 0.2, text: "“I said STOP.”", good: false },
+		],
 	};
+}
 
-	const finished = (replace ? CUT + 0.6 : AXIS) + DELAY;
+function replace(): Panel {
+	const fresh = transmit(
+		frames(CUT + 0.6).filter((ts) => ts >= CUT),
+		(ts) => HEARD + (ts - CUT + FRAME) / GENERATE,
+		NONE,
+		false,
+	);
+
+	// The player switches when the new track's first packet shows up, discarding the old track's buffer.
+	const swap = arrival(fresh[0]) ?? HEARD;
+	const note = (t: number) => (t >= swap ? `discarded ${(AXIS - CUT).toFixed(1)}s of buffered audio` : undefined);
 
 	return {
 		title: "MoQ",
-		subtitle: replace
-			? "replaces the track, the player drops the old buffer"
-			: "one track, the player keeps its buffer",
-		top: { who: "ai", words: words(HEARD), segments: spoken },
-		bottom: { who: "you", words: words(swap), segments: heard, note },
+		subtitle: "a new track replaces the old one, and its buffer is discarded",
+		top: [
+			{ who: "ai", words: WORDS, segments: spoken(old, HEARD) },
+			{ who: "ai", words: OKAY, segments: spoken(fresh) },
+		],
+		bottom: [
+			{ who: "you", words: WORDS, segments: heard(old, swap), note },
+			{ who: "you", words: OKAY, segments: heard(fresh) },
+		],
 		packets: [...old, ...fresh],
 		loss: NONE,
 		replies: [
 			{ at: STOP, text: "“Stop!”" },
-			replace
-				? { at: finished + 0.2, text: "“Thanks.”", good: true }
-				: { at: finished + 0.2, text: "“I said STOP.”", good: false },
+			{ at: CUT + 0.6 + DELAY + 0.2, text: "“Thanks.”", good: true },
 		],
 	};
 }
 
-const PANELS = { same: panel(false), new: panel(true) };
+const PANELS = { same: same(), new: replace() };
 
 const LABELS = {
 	same: "Interrupting over a single MoQ track: the answer is already buffered, so the AI keeps talking after you say stop.",
-	new: "Interrupting by replacing the MoQ track: the player drops the old track's buffer and plays the new one.",
+	new: "Interrupting by replacing the MoQ track: the old track's buffered audio is discarded and the new track plays instead.",
 };
 
 export default function Interrupt(props: { track: "same" | "new" }) {
@@ -89,7 +100,7 @@ export default function Interrupt(props: { track: "same" | "new" }) {
 		<Diagram
 			axis={AXIS}
 			panel={PANELS[props.track]}
-			legend={{ done: "sent / played", have: "generated / buffered" }}
+			legend={{ done: "sent / played", have: "generated / buffered", lost: "discarded" }}
 			label={LABELS[props.track]}
 		/>
 	);
diff --git a/src/components/voice/sim.ts b/src/components/voice/sim.ts
index 1f62710..b6df74c 100644
--- a/src/components/voice/sim.ts
+++ b/src/components/voice/sim.ts
@@ -11,8 +11,6 @@ export interface Word {
 	text: string;
 	start: number;
 	end: number;
-	from?: number; // wall-clock window the word exists in, for audio that gets replaced
-	until?: number;
 }
 
 // A packet-sized slice of a track, keyed by media timestamp.
@@ -24,7 +22,6 @@ export interface Segment {
 	done?: number; // consumption finishes
 	missing?: number; // known to be missing, waiting on a retransmit
 	lost?: number; // given up on
-	flushed?: number; // thrown away unconsumed, along with the rest of its track
 }
 
 export interface Packet {
@@ -75,7 +72,6 @@ export function has(at: number | undefined, t: number): boolean {
 export function head(segments: Segment[], t: number): number {
 	let pos = 0;
 	for (const s of segments) {
-		if (has(s.flushed, t)) continue;
 		if (has(s.lost, t)) pos = Math.max(pos, s.ts + FRAME);
 		const f = fill(s, t);
 		if (f > 0) pos = Math.max(pos, s.ts + FRAME * f);
@@ -85,7 +81,7 @@ export function head(segments: Segment[], t: number): number {
 
 // When consumption reaches media timestamp `ts`, the inverse of head().
 export function reach(segments: Segment[], ts: number): number | undefined {
-	const s = segments.find((s) => ts < s.ts + FRAME && (s.start !== undefined || s.lost !== undefined));
+	const s = segments.find((s) => ts < s.ts + FRAME);
 	if (s?.lost !== undefined) return s.lost;
 	if (s?.start === undefined || s.done === undefined) return undefined;
 	return s.start + ((s.done - s.start) * Math.max(0, ts - s.ts)) / FRAME;
diff --git a/src/components/voice/stt.tsx b/src/components/voice/stt.tsx
index 07e1991..0c1b2c7 100644
--- a/src/components/voice/stt.tsx
+++ b/src/components/voice/stt.tsx
@@ -53,8 +53,8 @@ function panel(retransmit: boolean): Panel {
 	return {
 		title: retransmit ? "MoQ" : "WebRTC",
 		subtitle: retransmit ? "retransmits for up to 5s" : "gives up on late audio",
-		top: { who: "you", words: WORDS, segments: SPOKEN },
-		bottom: { who: "ai", words: WORDS, segments: heard, note },
+		top: [{ who: "you", words: WORDS, segments: SPOKEN }],
+		bottom: [{ who: "ai", words: WORDS, segments: heard, note }],
 		packets,
 		loss: LOSS,
 		replies: [
diff --git a/src/components/voice/tts.tsx b/src/components/voice/tts.tsx
index b64031e..05cb895 100644
--- a/src/components/voice/tts.tsx
+++ b/src/components/voice/tts.tsx
@@ -72,8 +72,8 @@ function panel(moq: boolean): Panel {
 	return {
 		title: moq ? "MoQ" : "WebRTC",
 		subtitle: moq ? "sends everything ASAP, the player buffers" : "sends at human speed, gives up on late audio",
-		top: { who: "ai", words: WORDS, segments: spoken, note: moq ? undefined : queued },
-		bottom: { who: "you", words: WORDS, segments: heard, note: buffered },
+		top: [{ who: "ai", words: WORDS, segments: spoken, note: moq ? undefined : queued }],
+		bottom: [{ who: "you", words: WORDS, segments: heard, note: buffered }],
 		packets,
 		loss,
 		replies: [

From aeb4918aad89d603475f18e620b8ced5327d8f21 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Fri, 16 Oct 2026 12:52:38 -0700
Subject: [PATCH 12/33] Show buffered words faintly and label the new track in
 voice diagrams

- Words in generated or received audio show faintly before they play.
- The new interruption track is faded and labeled until it exists, and its
  audio is marked generated when the AI makes it, not at the start.
- The AI now answers "Paris. Home of le croissant." and, after being
  interrupted, asks "Okay, what should we discuss next?"

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/voice/diagram.tsx   | 50 ++++++++++++++++++++++++++++--
 src/components/voice/interrupt.tsx | 35 +++++++++++++--------
 src/components/voice/tts.tsx       | 22 ++++++-------
 3 files changed, 78 insertions(+), 29 deletions(-)

diff --git a/src/components/voice/diagram.tsx b/src/components/voice/diagram.tsx
index cc89907..47ed970 100644
--- a/src/components/voice/diagram.tsx
+++ b/src/components/voice/diagram.tsx
@@ -17,6 +17,7 @@ export interface Track {
 	words: Word[];
 	segments: Segment[];
 	note?: (t: number) => string | undefined;
+	label?: { text: string; at: number }; // shown in the lane once it exists; the lane is faded before then
 }
 
 export interface Panel {
@@ -67,6 +68,7 @@ const COLOR = {
 	lost: "#ef4444",
 	track: "#0f172a",
 	ink: "#052e16", // words, drawn on top of the green fill
+	faint: "rgba(220, 252, 231, 0.5)", // words that are available but not yet consumed
 	text: "#f1f5f9",
 	dim: "#475569",
 	neutral: "#94a3b8",
@@ -286,12 +288,23 @@ function TrackView(props: ViewProps & { track: Track; y: number; name: string; n
 	const note = () => props.track.note?.(props.t());
 	const bar = `${props.id}-${props.name}-bar`;
 	const said = `${props.id}-${props.name}-said`;
+	const avail = `${props.id}-${props.name}-avail`;
+
+	// How far the available (light green) audio reaches, for the faint words.
+	const edge = () => {
+		let edge = 0;
+		for (const s of props.track.segments) {
+			if (has(s.have, props.t()) && !has(s.lost, props.t())) edge = Math.max(edge, s.ts + FRAME);
+		}
+		return edge;
+	};
+	const created = () => props.track.label === undefined || has(props.track.label.at, props.t());
 
 	// Keep the note on the track: hang it off the left of the playhead once it's past halfway.
 	const right = () => props.x(pos()) > W * 0.55;
 
 	return (
-		<g>
+		<g opacity={created() ? 1 : 0.35}>
 			<clipPath id={bar}>
 				<rect x={GUTTER} y={props.y} width={TRACK_W} height={TRACK_H} rx="8" />
 			</clipPath>
@@ -299,6 +312,9 @@ function TrackView(props: ViewProps & { track: Track; y: number; name: string; n
 			<clipPath id={said}>
 				<rect x={GUTTER} y={props.y} width={Math.max(0, props.x(pos()) - GUTTER)} height={TRACK_H} />
 			</clipPath>
+			<clipPath id={avail}>
+				<rect x={GUTTER} y={props.y} width={Math.max(0, props.x(edge()) - GUTTER)} height={TRACK_H} />
+			</clipPath>
 
 			{/* crispEdges, or the 100ms segments show seams between them. */}
 			<g clip-path={`url(#${bar})`} shape-rendering="crispEdges">
@@ -320,6 +336,23 @@ function TrackView(props: ViewProps & { track: Track; y: number; name: string; n
 				stroke-width="1"
 			/>
 
+			<Show when={props.track.label && created()}>
+				<text
+					x={GUTTER + 10}
+					y={props.y + TRACK_H / 2 + 4}
+					fill={COLOR.neutral}
+					font-size="11"
+					font-family="'JetBrains Mono', monospace"
+				>
+					{props.track.label?.text}
+				</text>
+			</Show>
+
+			<g clip-path={`url(#${avail})`}>
+				<For each={props.track.words}>
+					{(word) => <WordView word={word} segments={props.track.segments} t={props.t} x={props.x} y={props.y} faint />}
+				</For>
+			</g>
 			<g clip-path={`url(#${said})`}>
 				<For each={props.track.words}>
 					{(word) => <WordView word={word} segments={props.track.segments} t={props.t} x={props.x} y={props.y} />}
@@ -407,6 +440,7 @@ function WordView(props: {
 	t: Accessor<number>;
 	x: (ts: number) => number;
 	y: number;
+	faint?: boolean; // available but not consumed: lighter, and lost words are left to the solid layer
 }) {
 	const overlap = props.segments.filter((s) => s.ts < props.word.end && s.ts + FRAME > props.word.start);
 	const lost = () => overlap.some((s) => has(s.lost, props.t()));
@@ -418,9 +452,19 @@ function WordView(props: {
 	return (
 		<Show
 			when={!lost()}
-			fallback={<SpriteView sprite={ART.garbled} t={props.t} x={(x1 + x2) / 2} y={mid} w={x2 - x1} h={16} stretch />}
+			fallback={
+				<Show when={!props.faint}>
+					<SpriteView sprite={ART.garbled} t={props.t} x={(x1 + x2) / 2} y={mid} w={x2 - x1} h={16} stretch />
+				</Show>
+			}
 		>
-			<text x={(x1 + x2) / 2} y={mid + 5} text-anchor="middle" font-weight="bold" fill={COLOR.ink}>
+			<text
+				x={(x1 + x2) / 2}
+				y={mid + 5}
+				text-anchor="middle"
+				font-weight="bold"
+				fill={props.faint ? COLOR.faint : COLOR.ink}
+			>
 				{props.word.text}
 			</text>
 		</Show>
diff --git a/src/components/voice/interrupt.tsx b/src/components/voice/interrupt.tsx
index 82489be..8c8f0b9 100644
--- a/src/components/voice/interrupt.tsx
+++ b/src/components/voice/interrupt.tsx
@@ -3,23 +3,32 @@ import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, head, type Packet, type Segment, transmit, type Word } from "./sim";
 import { WORDS } from "./tts";
 
-const AXIS = 5.4;
+const AXIS = 3.6;
 const GENERATE = 10; // the model speaks 10x faster than real-time
 const THROUGHPUT = 3; // MoQ sends as fast as the network allows
 const DELAY = 0.5; // the player starts playback after a short delay
 const NONE = { start: 0, end: 0 }; // no packet loss, the network is fine
 
-const STOP = 1.7; // you say "stop", partway through "It's"
+const STOP = 0.9; // you say "stop" partway through "Paris."
 const HEARD = STOP + FLIGHT; // the AI hears you, discards the old track, and starts a new one
-const CUT = 1.8; // the media timestamp the new track starts at, right after "been"
-const OKAY: Word[] = [{ text: "Okay.", start: 1.9, end: 2.3 }];
+const CUT = 1.0; // the media timestamp the new track starts at, right before "Home"
+const REPLY: Word[] = [
+	{ text: "Okay,", start: 1.1, end: 1.5 },
+	{ text: "what", start: 1.65, end: 1.85 },
+	{ text: "should", start: 1.95, end: 2.2 },
+	{ text: "we", start: 2.3, end: 2.4 },
+	{ text: "discuss", start: 2.5, end: 2.95 },
+	{ text: "next?", start: 3.05, end: 3.4 },
+];
+const REPLY_END = 3.5;
 
 const generated = (ts: number) => (ts + FRAME) / GENERATE;
+const regenerated = (ts: number) => HEARD + (ts - CUT + FRAME) / GENERATE;
 
-function spoken(packets: Packet[], discard?: number): Segment[] {
+function spoken(packets: Packet[], made: (ts: number) => number, discard?: number): Segment[] {
 	return packets.map((p) => ({
 		ts: p.ts,
-		have: Math.min(p.sent, generated(p.ts)),
+		have: made(p.ts),
 		start: p.sent,
 		done: p.sent + FRAME / THROUGHPUT,
 		lost: discard !== undefined && p.ts >= CUT ? discard : undefined,
@@ -45,7 +54,7 @@ function same(): Panel {
 	return {
 		title: "MoQ",
 		subtitle: "one track, the player keeps its buffer",
-		top: [{ who: "ai", words: WORDS, segments: spoken(old) }],
+		top: [{ who: "ai", words: WORDS, segments: spoken(old, generated) }],
 		bottom: [{ who: "you", words: WORDS, segments: played, note }],
 		packets: old,
 		loss: NONE,
@@ -58,8 +67,8 @@ function same(): Panel {
 
 function replace(): Panel {
 	const fresh = transmit(
-		frames(CUT + 0.6).filter((ts) => ts >= CUT),
-		(ts) => HEARD + (ts - CUT + FRAME) / GENERATE,
+		frames(REPLY_END).filter((ts) => ts >= CUT),
+		regenerated,
 		NONE,
 		false,
 	);
@@ -72,18 +81,18 @@ function replace(): Panel {
 		title: "MoQ",
 		subtitle: "a new track replaces the old one, and its buffer is discarded",
 		top: [
-			{ who: "ai", words: WORDS, segments: spoken(old, HEARD) },
-			{ who: "ai", words: OKAY, segments: spoken(fresh) },
+			{ who: "ai", words: WORDS, segments: spoken(old, generated, HEARD) },
+			{ who: "ai", words: REPLY, segments: spoken(fresh, regenerated), label: { text: "new track", at: HEARD } },
 		],
 		bottom: [
 			{ who: "you", words: WORDS, segments: heard(old, swap), note },
-			{ who: "you", words: OKAY, segments: heard(fresh) },
+			{ who: "you", words: REPLY, segments: heard(fresh), label: { text: "new track", at: swap } },
 		],
 		packets: [...old, ...fresh],
 		loss: NONE,
 		replies: [
 			{ at: STOP, text: "“Stop!”" },
-			{ at: CUT + 0.6 + DELAY + 0.2, text: "“Thanks.”", good: true },
+			{ at: REPLY_END + DELAY + 0.2, text: "“Croissants.”", good: true },
 		],
 	};
 }
diff --git a/src/components/voice/tts.tsx b/src/components/voice/tts.tsx
index 05cb895..0d7dcb9 100644
--- a/src/components/voice/tts.tsx
+++ b/src/components/voice/tts.tsx
@@ -3,21 +3,17 @@ import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
 export const WORDS = [
-	{ text: "Paris.", start: 0.1, end: 0.61 },
-	{ text: "It's", start: 0.93, end: 1.27 },
-	{ text: "been", start: 1.44, end: 1.78 },
-	{ text: "the", start: 1.95, end: 2.21 },
-	{ text: "capital", start: 2.38, end: 2.98 },
-	{ text: "for", start: 3.15, end: 3.41 },
-	{ text: "a", start: 3.58, end: 3.73 },
-	{ text: "thousand", start: 3.9, end: 4.58 },
-	{ text: "years.", start: 4.75, end: 5.26 },
+	{ text: "Paris.", start: 0.1, end: 0.6 },
+	{ text: "Home", start: 1.0, end: 1.35 },
+	{ text: "of", start: 1.5, end: 1.65 },
+	{ text: "le", start: 1.8, end: 1.95 },
+	{ text: "croissant.", start: 2.15, end: 2.95 },
 ];
 
-const AXIS = 5.4;
+const AXIS = 3.1;
 // The same stretch of audio is lost on both transports, by media timestamp, so they lose the same words:
-// "been the capital for", leaving "It's … a thousand years."
-const LOST = { start: 1.4, end: 3.45 };
+// "of le croissant.", leaving "Paris. Home …"
+const LOST = { start: 1.45, end: 3.0 };
 
 const GENERATE = 10; // the model speaks 10x faster than real-time
 const THROUGHPUT = 3; // MoQ sends as fast as the (congested) network allows
@@ -79,7 +75,7 @@ function panel(moq: boolean): Panel {
 		replies: [
 			moq
 				? { at: finished + 0.2, text: "“Huh, I didn’t know that.”", good: true }
-				: { at: finished + 0.2, text: "“Sorry, you cut out. It’s what?”", good: false },
+				: { at: finished + 0.2, text: "“Sorry, you cut out. Home of what?”", good: false },
 		],
 	};
 }

From 013d5d0696d2476ce68d38dafbe40bc39543d6a1 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Fri, 16 Oct 2026 14:52:14 -0700
Subject: [PATCH 13/33] Rework the voice AI post copy

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../blog/webrtc-is-still-the-problem.mdx      | 223 ++++++++++--------
 1 file changed, 120 insertions(+), 103 deletions(-)

diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 2153029..8ebafc5 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -53,7 +53,7 @@ Just like Leonardo DiCaprio, anything above 30ms is too old.
 
 WebRTC *could* detect packet loss and retransmit.
 That's what TCP does after all, and it powers most of the internet.
-But WebRTC won't retransmit audio (by default) for **product reasons**.
+But WebRTC doesn't retransmit audio for **product reasons**.
 
 We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
 Retransmitted audio packets will be delayed, either introducing latency, or a burst of audio.
@@ -79,11 +79,11 @@ Voice agents can **hear and speak** audio faster than real-time.\
 Listening at 20x the speed? No problem.\
 Speaking at 20x the speed? No problem.
 
-**Humans are the problem.**\
+**Humans stuck at real-time.**\
 We speak too slowly, so **speech-to-text** has to wait for us.\
 We hear too slowly, so **text-to-speech** has to wait for us.
 
-WebRTC is designed for humans.
+WebRTC is designed for humans, not voice AI agents.
 These poor robots are being held back by our mediocrity.
 
 ## I Require Context
@@ -91,19 +91,20 @@ When it comes to LLMs, latency budgets get **weird**.
 
 Normally you would think of **latency** as the amount of time it takes for a grunt to traverse a tin can.
 However, that's not quite true for AI. 
+
 **LLMs are blocked on context**.
 
-Let's go back to my dumb example:
-- What
-- What is
-- What is le
-- What is le capital
-- What is le capital of
-- What is le capital of **France?**
+Here's a dumb example of context growing over time:
+- **1s**: What
+- **2s**: What is
+- **3s**: What is le
+- **4s**: What is le capital
+- **5s**: What is le capital of
+- **6s**: What is le capital of **France?**
 
 If an LLM tries to answer my prompt **before** getting the full context, shit will suck.
-**France is le gatekeeper**, and everything before it is effectively buffered.
-The only latency that matters is the last packet of a sentence (in this example).
+**France is le gatekeeper**, and everything before it is effectively a prerequisite.
+In this example, the **only latency that matters** is the last packet of the sentence.
 
 Those poor packets that were attacken by the kraken?
 WebRTC actually had **seconds to retransmit** with no latency penalty.
@@ -118,19 +119,21 @@ It's not expensive either: audio is *tiny*.
 1s of Opus @ 64Kbps is 8KB, aka 50 tiny packets that would fit in ~6 full-sized ones.
 We have **literal seconds** to retransmit a few KB to avoid any user impact.
 
-**All the context arrives in time!**
-The model no longer has to guess, and it doesn't have to be trained on packet loss distortion either.
+And if we manage to accomplish this herculean task: **all the context arrives in time!**
+
+The model no longer has to guess.
+It no longer has be trained on packet loss distortion either.
 
 ## Not Just Mics
 Guess what? 
 WebRTC doesn't just suck for STT, it also sucks for TTS.
 
-WebRTC renders audio (and video) based on **when it arrives**.
-I wish I was kidding. There's a timestamp on the wire, but WebRTC plays audio relative to when it arrives and squeezes it back down to a tiny buffer.
-Send it early and NetEQ speeds it up or throws it away.
+**Fun Fact**: WebRTC renders audio (and video) based on **when it arrives**, not when it is **supposed to be rendered**.
+Every other protocol uses timestamps, but not Mr. WebRTC, because accuracy (and A/V sync) is a non-goal.
 
-That's quite unfortunate because TTS is generated faster than real-time.
-In order to play back audio at the correct time with WebRTC, voice AI needs to **sleep before transmitting each packet**.
+**This is a huge problem for voice AI**.
+TTS is generated faster than real-time, stamping each packet with a future timestamp.
+But in order to play back audio at the correct time with WebRTC... the agent needs to **sleep before transmitting each packet**.
 
 And those packets can be lost, will never be retransmitted, tokens burned, yada yada.
 
@@ -138,6 +141,8 @@ And those packets can be lost, will never be retransmitted, tokens burned, yada
 
 When the kraken attacken, there's no coming backen.
 
+If only there was some way to signal when to render each audio packet...
+
 ## Random Access Memory
 **Welcome back to the future Marty**.
 We faster than real-time now.
@@ -153,7 +158,7 @@ MoQ does the same thing but for voice AI.
 Your *sick* baking recipe won't be subject to surprise congestion.
 
 And don't you fret, 2 minutes of audio is only 1MB.
-You're not going to buy a new stick of RAM.
+You're not going to have to take out a loan to buy another RAM stick.
 
 **Disclaimer**: this behavior is not IETF standardized.
 It's something only my [moq.dev](https://moq.dev) clients (and thus Pipecat) support.
@@ -164,40 +169,40 @@ Then why is [OpenAI using WebRTC](https://openai.com/index/delivering-low-latenc
 
 WebRTC is the state of the art for real-time, conversational audio.
 It's available in every browser via [libwebrtc](https://webrtc.googlesource.com/src), a C++ monolith maintained by Google.
-It's so complicated and sophisticated that Safari and Firefox use `libwebrtc` too, rather than ~~vibe~~ code their own like every other browser component.
+It's so complicated and sophisticated that Safari and Firefox use `libwebrtc` too, rather than ~~vibe~~ code their own like everything else.
 
 The problem is that **WebRTC *is* the Google Meet client**.
 It is designed specifically for Google's conferencing product, **not their voice AI product** (they use WebSocket), and certainly not your product.
 
 **quite the anti-competitive ruse tbh**.
 Google can ship product updates without consulting the other browser vendors.
+No other conferencing app can do this on the web.
 
 **Fun Fact**: This is why every other conferencing app recommends a native client.
-Otherwise, they can only reach parity with Google Meet *at best* for web clients.
-But for native you can fork the fuck out of WebRTC and make your own protocol over UDP.
+Otherwise, they can only reach parity with Google Meet *at best*.
+Native apps can do whatever they want over UDP instead.
 
 
 ## Fix It Fix It Fix It
-So your hyper deluxe OpenAI voice AI model, after billions invested, has the audacity to ask: 
+So that's why your hyper deluxe ChatGPT™ voice AI model, after billions invested, has the audacity to ask: 
 **can you repeat that?**
 
 I could dump on WebRTC for days, but I want to be positive for a change.
-Here's how we can fix it:
-
-1. **Petition Google** to implement [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) for audio (it's video only).
-2. **Petition Google** to enable NACKs and retransmissions for audio by default (in libwebrtc).
-3. **Petition Google** to disable NetEQ, and let the jitter buffer grow into the future (for TTS).
-4. **Petition all of the other WebRTC libraries**  to do the same.
-5. Figure out how to handle interruptions? IDK like an RTP extension to clear the buffer generation.
+Here's how to fix it, **petition Google** to:
+- implement [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) for audio (it's video only).
+- enable NACKs and retransmissions for audio (configurable)
+- render audio based on timestamps not vibes (configurable).
+- allow the jitter buffer to grow into the future (for TTS).
+- IDK some RTP extension to bump the track generation (for interruptions).
 
-Some of these might be done already, IDK I don't keep up to date with the *latest WebRTC advancements*.
-I unironically asked Grok Bot instead.
+And of course petition the wider WebRTC ecosystem to do the same, but browser support is the one thing that Google gatekeeps. 
+I'm not planning on forking Chrome *yet*.
 
-I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exactly what you want for voice AI.
-But in true WebRTC fashion, higher latency/quality playback has **never** been a priority, which is why it's unusable (video only?!).
+I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exactly what you want for voice AI... but it's for video only.
+Higher latency/quality playback has **never** been a priority.
 
-**Fun Fact**: This is why I ended up making MoQ.
-We tried using WebRTC at Twitch but the lack of buffer control destroyed the quality.
+**Fun Fact**: This incomplete extension is partly why I ended up creating MoQ.
+We tried using WebRTC at Twitch but the real-time-or-else made for a poor user experience.
 I am but a humble software engineer, and could not petition Google.
 
 But OpenAI has enough sway to fix WebRTC.
@@ -206,7 +211,7 @@ Keep at it Justin, or join the Dark Side with me...
 
 ## Enter The Protagonist
 In my humble and handsome opinion, **it's time to invest in a better transport**.
-Take a few of the M's from the T's; nobody will notice.
+Take a few of the M's from the B's and T's; nobody will notice.
 
 A voice agent should **never** ask the **user** to retransmit a prompt.\
 A voice agent should **instead** ask the **transport** to retransmit a prompt.
@@ -233,7 +238,7 @@ I wanted to shill the MoQ in the middle of the blog and use the rest...
 
 Sometimes the AI is monologuing and you need to tell it to STFU.
 It's pretty easy to do with WebRTC because of the sleep before sending each packet.
-But with MoQ, we need some signal to tell the player to **abandon the TTS buffer**.
+But with MoQ, we need some signal to tell the player to **abandon the playout buffer**.
 
 <Interrupt track="same" client:visible />
 
@@ -245,19 +250,21 @@ Most media protocols have fixed tracks and it's a **pain in the butt**: HLS, DAS
 You can't add 1080p, or switch codecs, after a broadcast is live.
 
 My super clever idea is to reuse this functionality for interruptions.
-Just make a new audio track and remove the old one to have the TTS STFU.
-The player seamlessly switches tracks and uses timestamps to keep synchronization.
-ez
+Just make a new audio track (and remove the old one) as the STFU signal.
 
 <Interrupt track="new" client:visible />
 
+The *generic* player automatically switches tracks, using timestamps to keep synchronization.
+
+**ez**
+
 ## Butt-to-Butt
 > Hey stupid, your blog post is wrong. You didn't mention [speech-to-speech](https://openai.com/index/introducing-the-realtime-api/)?
 
 Oops, I didn't know speech-to-speech existed before [hip firing my last post](/blog/webrtc-is-the-problem).
 I probably should have first done *some* research on the state of voice AI.
 
-**DISCLAIMER**: I barely knew the state of voice AI before writing this blog post.
+**DISCLAIMER**: I still haven't done any research on the state of voice AI.
 I give you full permission to tweet `@kixelated ur stupid`.
 
 The idea behind speech-to-speech is to cut out the text middleman.
@@ -272,35 +279,60 @@ Not so fast literary strawman.
 
 ## Latency Budgets
 The more time you have to work on something, the better the result.
-Good things take time, like Fable scanning the entire mono-repo, only to change one sentence.
+Good things take time, like Fable scanning the entire mono-repo, only to change one word.
 
 Networks are the same. 
 The more time you have to transmit something, the better the reliability and thus quality.
 It's why retransmits exist in the first place.
 
+**Fun Fact:** Over-the-air TV doesn't have retransmits or byte offsets.
+Instead it relies on identifying a **0x47** sync byte every **188 bytes**.
+This is unironically still [the standard for broadcast TV](https://en.wikipedia.org/wiki/MPEG_transport_stream) in `<current year>`. 
+It's also why glitchy messes (and 30s of latency) are still a thing in `<current year>`.
+
+Anyway no more **fun facts**, it's time to talk about business.
+And something even worse: **product managers**.
+
+## The Root of all Evil
 The amount of time a user is willing to wait for something is a **product decision**.
-Gotta give PMs something to do in between filing JIRA tickets. (do those still exist???)
+Put on your big boye pants, it's time to be a PM.
 
 Do users want something fast and lossy, or slow and reliable?
 **Why not both**?
 
 That's the idea behind speech-to-speech.
 Do a fast pass for easy prompts.
-Generate some comfort noise.
+For anything more difficult, generate some comfort noise.
 
 > Human: What is le capital of France?
 
 > Codex: One second, let me look that up.
 
 Boom, even that useless "I'm thinking" response makes the human feel good chemicals.
-Enough time to start a slow pass for more complicated prompts.
+But more importantly for us anti-PMs, it buys us enough time to start a slower pass.
+
+## Why Not Both?
+One of the core problems we're trying to fix with MoQ is the whole "one transport per latency" issue in the industry.
+It's unfortunately common to use something like WebRTC for real-time participants (ex. Zoom) while non-participants get something TCP based (ex. HLS).
+
+Fuck that noise, MoQ supports every latency target:
+- **real-time latency** for rapid replies (STS).
+- **loss-less quality** for slow replies (STT->LLM->TTS).
 
-Media over QUIC supports both:
-- **real-time latency** for rapid replies.
-- **loss-less quality** for slow replies.
+**How?**
+
+Every subscription includes how long the **subscriber is willing to wait**.
+Your real-time model can have a maximum latency of 1s while your more accurate model might have a maximum latency of 10s.
+Both get coalesced into a single upstream subscription so it scales horizontally.
+
+**Your transport latency SHOULD be aligned with your product latency budget.**
+
+And note that this is the **maximum latency**.
+MoQ flushes frames ASAP by default, but under terrible network conditions you need to eventually give up.
+Otherwise MoQ would be no better than TCP/WebSocket.
+
+It's all about the size of the jitter buffer baybee.
 
-**Your network transport should be aligned with your latency budget.**
-If a product manager says users can wait up to 10s for a reply, then you should be trying to retransmit right up until that deadline.
 
 ## It's Simple: Predict the Future
 > Hey stupid, your blog post is wrong. You didn't mention [FEC](https://en.wikipedia.org/wiki/Error_correction_code).
@@ -323,6 +355,9 @@ Basically [RED](https://bloggeek.me/webrtcglossary/red/) but you could even do i
 It's dumb though; focus on shrinking RTTs and detecting bufferbloat (congestion control).
 
 ## More Free Ideas
+I should end the blog post here but seriously, I'm 3 weeks in and need this shit forwarded internally.
+Take a screenshot of it on your internal Slack.
+
 **Hey, OpenAI.**
 I'm sorry for flaming you for representing state-of-the-art for voice AI.
 We may have gotten off on the wrong foot.
@@ -332,89 +367,68 @@ I'm sorry that I called you the orange butthole company.
 We may have gotten off on the wrong foot.
 
 I'll make it up to both of you.
-Here's some **free ideas** you could prototype with your unlimited Fable/Astro access.
+Here's some **free ideas** you could prototype with your unlimited Fable/Astro 7 tokens.
 
 Just give me `Co-Authored-By` credit on the git commits.
-Maybe a donation or two to your local open source maintainer.
-
-### Aggressive Speech-to-Speech, Conservative STT->LLM->TTS
-Expanding upon the previous idea.
-Placeholder constants btw.
-
-- 1s `max-latency` for STS.
-- 10s `max-latency` for STT.
-
-Under normal conditions, the speech-to-speech pipeline will be zero latency.
-During congestion, latency can increase up to 1s, which I argue is snappy enough considering shit network conditions.
+Or Scion commits, whatever.
+Please I need more green squares on my Github.
 
-Meanwhile, the STT->LLM->TTS pipeline will wait for *up to* 10s for audio gaps to be filled before starting work.
-It doesn't waste expensive tokens on distorted/wrong prompts during congestion.
-Note that it's still zero latency when there's no congestion.
+<figure>
+	![token maxing](/blog/webrtc-is-still-the-problem/tokens.png)
+	<figcaption>You can spot the exact moment I started token maxxing.</figcaption>
+</figure>
 
-**Fun fact**, MoQ supports this for free.
-Two subscribers with different latencies can share a single upstream subscription.
-It's all about the size of the jitter buffer baybee.
-
-### Decouple Compute
+## Decouple Compute
 I know you have obscene amounts of capital, but getting GPUs next to every single user in the world is hard.
 But getting cheap DELL servers next to every single user in the world is easy.
 
 - Run `moq-relay` within CDN edges.
-- Run models where compute is cheap.
+- Run models where GPUs are available.
 
 This is basically the premise of [CDNs](https://moq.pro).
-Run edge nodes as close to users as possible to minimize the lossy first/last mile.
-Over-provision the backbone so you can get the traffic to wherever GPUs are available.
-
-You still take a speed-of-light hit to latency, but crucially a short RTT over lossy links avoids bufferbloat.
-That's going to be your number 1 source of latency on the internet, especially when retransmits are involved.
+A huge number of edge nodes close to users minimizes the **congested first/last mile**.
+Over-provision the backbone so you can get the traffic to the GPUs **without congestion**.
 
-The Pipecat integration supports this!
-
-- Agents and users connect to the closest CDN edge.
-- A user announces `request/<id>` to the CDN.
-- An agent discovers `request/<id>`, grabs a lock, subscribes to it, and announces `response/<id>`.
-- The user discovers `response/<id>` and subscribes to it.
-
-Why is this convoluted reinvention of HTTP cool?
 **You can independently scale network and compute.**
 
-Unlike HTTP, MoQ origins are dynamic.
-A client connects to the CDN and announces "I am the publisher of `foo/bar`".
-The CDN forwards that announcement to any authorized subscribers and now knows how to route subscriptions.
+Which I hope you guys already do, but MoQ is generic enough to serve more than just Voice AI.
+In fact, my first big *customer* is using [moq.pro](https://moq.pro) to mass fanout JSON blobs.
+Not even media, ugh.
 
-### Prioritize Context
-Look I'm a transport guy.
+## Prioritize Context
+Look I'm a transport AND an ideas guy.
 Don't flame me if this is obvious and/or impossible.
+I swear I didn't ask Clode if it was possible first; that's your job.
 
 The core problem with WebRTC+AI is that there's a disconnect between the model and the transport.
-What if we focus on aligning them?
+I focused on aligning latency... but what about aligning context?
 
-MoQ defaults to prioritizing new data (within a track), but that's technically configurable.
-You could split up audio (or video) based on importance:
+After all, **not all tokens have the same weight**.
+With some way to detect the relative importance of each utterance, we could use that to make informed networking decisions too.
 
 **high priority**: what capital france\
 **low priority**: is le\
 **zero priority**: `<silence>`
 
-The way you would do this via MoQ is to create separate tracks, and use timestamps to stitch between them (or fill in gaps).
+To implement this via MoQ, you would split the audio track into separate tracks that are encoded independently.
 The high priority track would get first dibs on available bandwidth and would have a higher max-latency.
 
 That's the easy part.
-The hard part is actually identifying the relative weight of each *sound* on the client.
+The hard part is actually running some lightweight tokenizer on the client.
 But I mean that's similar to VAD... and it can't be that difficult right...?
 
 The other hard part is actually giving a shit.
 Audio bitrates are so low that you rarely get a chance to prioritize.
-But the same logic applies to other things, like video (prioritize frames).
+But the same logic applies to other things, like video.
+Prioritize them frames.
 
-### Back-fill that Boye
-The other problem with dropping data is that it's a one-way door.
+## Back-fill that Boye
+The other problem with dropping audio after 30ms is that it's a one-way door.
 
 **Bold prediction**: The next Claudism will be **one-way door** after it's been trained on this post.
 
-Once a network transport decides to drop data over the network, it can't be *used for other things*.
-Now, I'm not suggesting that frontier labs store a user's raw audio... but maybe they should.
+Once a network transport decides to drop data over the network, it can't be used for *other* things.
+Now, I don't know if frontier labs store raw audio... but maybe they should.
 
 When there's network congestion and we hit the configured `max-latency`, something's gotta give.
 The AI model has to guess based on incomplete data: did it do a good job or bad job.
@@ -422,10 +436,13 @@ The AI model has to guess based on incomplete data: did it do a good job or bad
 
 Well... maybe don't actually drop the audio; keep that shit in RAM.
 Audio is tiny after all.
-We can set `max-latency` to 10m and backfill the "missing" audio once the network recovers and have ample headroom.
+We can set `max-latency` to 10 minutes and it will be transmitted **eventually at the lowest priority**.
+We backfill that boye only when the network has fully recovered.
+
+Why backfill live? **Vroom vroom**, the GPU is warm.
 
-**Vroom vroom**, the GPU is warm.
 Ask the model if it did a good job guessing what the user said X seconds ago.
+It's basically free if the context is cached.
 Use it as training data, IDK I'm not a scientist.
 
 ## FIN

From a417f612935139dc2eaec791df27282a63e167c6 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Fri, 16 Oct 2026 14:54:56 -0700
Subject: [PATCH 14/33] Add a latency budget diagram to the voice AI post

One upstream fans out to two subscribers. When the kraken eats "of France?",
the 1s speech-to-speech subscriber gives up and stalls politely, while the
10s speech-to-text subscriber waits for retransmits and answers correctly.
Also adds the tokens.png asset for the post.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../webrtc-is-still-the-problem/tokens.png    | Bin 0 -> 75924 bytes
 src/components/voice/budget.tsx               |  74 ++++++++++++++++++
 src/components/voice/diagram.tsx              |   9 ++-
 src/components/voice/stt.tsx                  |   2 +-
 .../blog/webrtc-is-still-the-problem.mdx      |   3 +
 5 files changed, 84 insertions(+), 4 deletions(-)
 create mode 100644 public/blog/webrtc-is-still-the-problem/tokens.png
 create mode 100644 src/components/voice/budget.tsx

diff --git a/public/blog/webrtc-is-still-the-problem/tokens.png b/public/blog/webrtc-is-still-the-problem/tokens.png
new file mode 100644
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diff --git a/src/components/voice/budget.tsx b/src/components/voice/budget.tsx
new file mode 100644
index 0000000..8548a18
--- /dev/null
+++ b/src/components/voice/budget.tsx
@@ -0,0 +1,74 @@
+// Two latency budgets: one upstream from your mic, fanned out to two subscribers that wait different amounts for lost audio.
+import { Diagram, type Panel } from "./diagram";
+import { arrival, FLIGHT, FRAME, frames, has, type Segment, transmit } from "./sim";
+import { WORDS } from "./stt";
+
+const AXIS = 4.4;
+const SPEECH = 3.4; // seconds of audio; the rest of the axis leaves room for the lane labels
+
+// The kraken eats "of France?" and keeps chewing well after you finish talking.
+const LOSS = { start: 2.1, end: 6.0 };
+
+// How much faster than real-time a model chews through buffered audio.
+const CATCHUP = 4;
+
+const TS = frames(SPEECH);
+const SPOKEN: Segment[] = TS.map((ts) => ({ ts, start: ts, done: ts + FRAME }));
+
+// Both subscribers share the one upstream, so every packet (and retransmit) crosses the network once.
+const PACKETS = transmit(TS, (ts) => ts + FRAME, LOSS, true);
+
+// A subscriber consumes audio in order, waiting up to `budget` past a frame's usual arrival before giving up on it.
+function listen(budget: number): Segment[] {
+	let prev = 0;
+	return PACKETS.map((p) => {
+		const due = p.sent + FLIGHT;
+		const arrive = arrival(p);
+		const missing = p.lost ? due : undefined;
+		if (arrive === undefined || arrive > due + budget) {
+			prev = Math.max(prev, due + budget);
+			return { ts: p.ts, missing, lost: due + budget };
+		}
+		const start = Math.max(arrive, prev);
+		prev = start + FRAME / CATCHUP;
+		return { ts: p.ts, have: arrive, start, done: prev, missing };
+	});
+}
+
+const STS = listen(1);
+const STT = listen(10);
+
+const finished = (segments: Segment[]) => Math.max(...segments.map((s) => s.done ?? s.lost ?? 0));
+
+const note = (t: number) => {
+	if (STS.some((s) => has(s.missing, t) && !has(s.have, t) && !has(s.lost, t))) return "waiting, for up to 1s";
+	if (STS.some((s) => has(s.lost, t)) && t < finished(STS) + 0.5) return "gave up, guessing";
+	return undefined;
+};
+
+const PANEL: Panel = {
+	title: "MoQ",
+	subtitle: "one upstream, two subscribers with different latency budgets",
+	top: [{ who: "you", words: WORDS, segments: SPOKEN }],
+	bottom: [
+		{ who: "ai", words: WORDS, segments: STS, note, label: { text: "STS · 1s budget", align: "end" } },
+		{ who: "ai", words: WORDS, segments: STT, label: { text: "STT · 10s budget", align: "end" } },
+	],
+	packets: PACKETS,
+	loss: LOSS,
+	replies: [
+		{ at: finished(STS) + 0.3, text: "“Hmm, one sec.”" },
+		{ at: finished(STT) + 0.3, text: "“Paris. Home of le croissant.”", good: true },
+	],
+};
+
+export default function Budget() {
+	return (
+		<Diagram
+			axis={AXIS}
+			panel={PANEL}
+			legend={{ done: "spoken / understood", have: "received, not yet understood" }}
+			label="Two subscribers share one upstream. The 1s speech-to-speech subscriber gives up on the lost audio and stalls politely, while the 10s speech-to-text subscriber waits for retransmits and answers correctly."
+		/>
+	);
+}
diff --git a/src/components/voice/diagram.tsx b/src/components/voice/diagram.tsx
index 47ed970..779e340 100644
--- a/src/components/voice/diagram.tsx
+++ b/src/components/voice/diagram.tsx
@@ -17,7 +17,8 @@ export interface Track {
 	words: Word[];
 	segments: Segment[];
 	note?: (t: number) => string | undefined;
-	label?: { text: string; at: number }; // shown in the lane once it exists; the lane is faded before then
+	// Shown inside the lane, at its start or end. With `at`, the lane is faded until then.
+	label?: { text: string; at?: number; align?: "start" | "end" };
 }
 
 export interface Panel {
@@ -298,7 +299,8 @@ function TrackView(props: ViewProps & { track: Track; y: number; name: string; n
 		}
 		return edge;
 	};
-	const created = () => props.track.label === undefined || has(props.track.label.at, props.t());
+	const created = () => props.track.label?.at === undefined || has(props.track.label.at, props.t());
+	const end = props.track.label?.align === "end";
 
 	// Keep the note on the track: hang it off the left of the playhead once it's past halfway.
 	const right = () => props.x(pos()) > W * 0.55;
@@ -338,8 +340,9 @@ function TrackView(props: ViewProps & { track: Track; y: number; name: string; n
 
 			<Show when={props.track.label && created()}>
 				<text
-					x={GUTTER + 10}
+					x={end ? GUTTER + TRACK_W - 10 : GUTTER + 10}
 					y={props.y + TRACK_H / 2 + 4}
+					text-anchor={end ? "end" : "start"}
 					fill={COLOR.neutral}
 					font-size="11"
 					font-family="'JetBrains Mono', monospace"
diff --git a/src/components/voice/stt.tsx b/src/components/voice/stt.tsx
index 0c1b2c7..a345d11 100644
--- a/src/components/voice/stt.tsx
+++ b/src/components/voice/stt.tsx
@@ -2,7 +2,7 @@
 import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, has, head, type Segment, transmit } from "./sim";
 
-const WORDS = [
+export const WORDS = [
 	{ text: "What", start: 0.1, end: 0.5 },
 	{ text: "is", start: 0.6, end: 0.8 },
 	{ text: "le", start: 0.9, end: 1.1 },
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 8ebafc5..656b477 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -10,6 +10,7 @@ date: 2026-07-31
 import SpeechToText from "@/components/voice/stt";
 import TextToSpeech from "@/components/voice/tts";
 import Interrupt from "@/components/voice/interrupt";
+import Budget from "@/components/voice/budget";
 import VoiceDemo from "@/components/voice-demo.astro";
 import Author from "@/components/author.astro";
 
@@ -325,6 +326,8 @@ Every subscription includes how long the **subscriber is willing to wait**.
 Your real-time model can have a maximum latency of 1s while your more accurate model might have a maximum latency of 10s.
 Both get coalesced into a single upstream subscription so it scales horizontally.
 
+<Budget client:visible />
+
 **Your transport latency SHOULD be aligned with your product latency budget.**
 
 And note that this is the **maximum latency**.

From a323e36ba849419389475ca44896532983e88ac4 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Fri, 16 Oct 2026 15:33:31 -0700
Subject: [PATCH 15/33] Send the interruption upstream and give the AI time to
 react

- Your "stop" travels up to the AI as packets, and the AI takes a moment to
  decide before it starts the new track, so more of the old answer plays.
- Lane notes stay readable while a new-track lane is still faded.
- Correct the post's audio NACK line: WebRTC retransmits audio when the SDP
  is munged, but the jitter buffer rarely waits for it.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/voice/diagram.tsx              | 169 +++++++++---------
 src/components/voice/interrupt.tsx            |  75 +++++---
 src/components/voice/sim.ts                   |   1 +
 .../blog/webrtc-is-still-the-problem.mdx      |   3 +-
 4 files changed, 140 insertions(+), 108 deletions(-)

diff --git a/src/components/voice/diagram.tsx b/src/components/voice/diagram.tsx
index 779e340..af88c2f 100644
--- a/src/components/voice/diagram.tsx
+++ b/src/components/voice/diagram.tsx
@@ -306,88 +306,92 @@ function TrackView(props: ViewProps & { track: Track; y: number; name: string; n
 	const right = () => props.x(pos()) > W * 0.55;
 
 	return (
-		<g opacity={created() ? 1 : 0.35}>
-			<clipPath id={bar}>
-				<rect x={GUTTER} y={props.y} width={TRACK_W} height={TRACK_H} rx="8" />
-			</clipPath>
-			{/* Words only appear once they've been said (or heard), so the reader sees them arrive. */}
-			<clipPath id={said}>
-				<rect x={GUTTER} y={props.y} width={Math.max(0, props.x(pos()) - GUTTER)} height={TRACK_H} />
-			</clipPath>
-			<clipPath id={avail}>
-				<rect x={GUTTER} y={props.y} width={Math.max(0, props.x(edge()) - GUTTER)} height={TRACK_H} />
-			</clipPath>
-
-			{/* crispEdges, or the 100ms segments show seams between them. */}
-			<g clip-path={`url(#${bar})`} shape-rendering="crispEdges">
-				<rect x={GUTTER} y={props.y} width={TRACK_W} height={TRACK_H} fill={COLOR.track} />
-				<For each={props.track.segments}>
-					{(s) => (
-						<SegmentView s={s} t={props.t} x={props.x(s.ts)} y={props.y} w={w} hatch={`url(#${props.id}-lost)`} />
-					)}
-				</For>
-			</g>
-			<rect
-				x={GUTTER}
-				y={props.y}
-				width={TRACK_W}
-				height={TRACK_H}
-				rx="8"
-				fill="none"
-				stroke="#334155"
-				stroke-width="1"
-			/>
+		<g>
+			<g opacity={created() ? 1 : 0.35}>
+				<clipPath id={bar}>
+					<rect x={GUTTER} y={props.y} width={TRACK_W} height={TRACK_H} rx="8" />
+				</clipPath>
+				{/* Words only appear once they've been said (or heard), so the reader sees them arrive. */}
+				<clipPath id={said}>
+					<rect x={GUTTER} y={props.y} width={Math.max(0, props.x(pos()) - GUTTER)} height={TRACK_H} />
+				</clipPath>
+				<clipPath id={avail}>
+					<rect x={GUTTER} y={props.y} width={Math.max(0, props.x(edge()) - GUTTER)} height={TRACK_H} />
+				</clipPath>
+
+				{/* crispEdges, or the 100ms segments show seams between them. */}
+				<g clip-path={`url(#${bar})`} shape-rendering="crispEdges">
+					<rect x={GUTTER} y={props.y} width={TRACK_W} height={TRACK_H} fill={COLOR.track} />
+					<For each={props.track.segments}>
+						{(s) => (
+							<SegmentView s={s} t={props.t} x={props.x(s.ts)} y={props.y} w={w} hatch={`url(#${props.id}-lost)`} />
+						)}
+					</For>
+				</g>
+				<rect
+					x={GUTTER}
+					y={props.y}
+					width={TRACK_W}
+					height={TRACK_H}
+					rx="8"
+					fill="none"
+					stroke="#334155"
+					stroke-width="1"
+				/>
 
-			<Show when={props.track.label && created()}>
-				<text
-					x={end ? GUTTER + TRACK_W - 10 : GUTTER + 10}
-					y={props.y + TRACK_H / 2 + 4}
-					text-anchor={end ? "end" : "start"}
-					fill={COLOR.neutral}
-					font-size="11"
-					font-family="'JetBrains Mono', monospace"
-				>
-					{props.track.label?.text}
-				</text>
-			</Show>
+				<Show when={props.track.label && created()}>
+					<text
+						x={end ? GUTTER + TRACK_W - 10 : GUTTER + 10}
+						y={props.y + TRACK_H / 2 + 4}
+						text-anchor={end ? "end" : "start"}
+						fill={COLOR.neutral}
+						font-size="11"
+						font-family="'JetBrains Mono', monospace"
+					>
+						{props.track.label?.text}
+					</text>
+				</Show>
 
-			<g clip-path={`url(#${avail})`}>
-				<For each={props.track.words}>
-					{(word) => <WordView word={word} segments={props.track.segments} t={props.t} x={props.x} y={props.y} faint />}
-				</For>
-			</g>
-			<g clip-path={`url(#${said})`}>
-				<For each={props.track.words}>
-					{(word) => <WordView word={word} segments={props.track.segments} t={props.t} x={props.x} y={props.y} />}
-				</For>
-			</g>
+				<g clip-path={`url(#${avail})`}>
+					<For each={props.track.words}>
+						{(word) => (
+							<WordView word={word} segments={props.track.segments} t={props.t} x={props.x} y={props.y} faint />
+						)}
+					</For>
+				</g>
+				<g clip-path={`url(#${said})`}>
+					<For each={props.track.words}>
+						{(word) => <WordView word={word} segments={props.track.segments} t={props.t} x={props.x} y={props.y} />}
+					</For>
+				</g>
+
+				<Show when={pos() > 0}>
+					<line
+						x1={props.x(pos())}
+						x2={props.x(pos())}
+						y1={props.y - 4}
+						y2={props.y + TRACK_H + 4}
+						stroke={COLOR.text}
+						stroke-width="2.5"
+						stroke-linecap="round"
+					/>
+				</Show>
 
-			<Show when={pos() > 0}>
-				<line
-					x1={props.x(pos())}
-					x2={props.x(pos())}
-					y1={props.y - 4}
-					y2={props.y + TRACK_H + 4}
-					stroke={COLOR.text}
-					stroke-width="2.5"
-					stroke-linecap="round"
+				{/* Click a track to jump to when it reaches that point. */}
+				{/* biome-ignore lint/a11y/noStaticElementInteractions: the mouse path; the slider handles the keyboard. */}
+				<rect
+					x={GUTTER}
+					y={props.y}
+					width={TRACK_W}
+					height={TRACK_H}
+					fill="transparent"
+					class="cursor-pointer"
+					onClick={(e) => {
+						const r = e.currentTarget.getBoundingClientRect();
+						props.seek((e.clientX - r.left) / r.width, props.track.segments);
+					}}
 				/>
-			</Show>
-
-			{/* Click a track to jump to when it reaches that point. */}
-			{/* biome-ignore lint/a11y/noStaticElementInteractions: the mouse path; the slider handles the keyboard. */}
-			<rect
-				x={GUTTER}
-				y={props.y}
-				width={TRACK_W}
-				height={TRACK_H}
-				fill="transparent"
-				class="cursor-pointer"
-				onClick={(e) => {
-					const r = e.currentTarget.getBoundingClientRect();
-					props.seek((e.clientX - r.left) / r.width, props.track.segments);
-				}}
-			/>
+			</g>
 
 			<Show when={note()}>
 				<text
@@ -520,7 +524,7 @@ function Network(props: ViewProps & { packets: Packet[]; loss: Loss; y0: number;
 }
 
 function PacketView(props: { p: Packet; t: Accessor<number>; x: number; y0: number; y1: number }) {
-	const lerp = (k: number) => props.y0 + (props.y1 - props.y0) * k;
+	const lerp = (k: number) => props.y0 + (props.y1 - props.y0) * (props.p.up ? 1 - k : k);
 	const first = () => (props.t() - props.p.sent) / FLIGHT;
 	const rtx = () => (props.p.rtx === undefined ? -1 : (props.t() - props.p.rtx) / FLIGHT);
 
@@ -532,7 +536,12 @@ function PacketView(props: { p: Packet; t: Accessor<number>; x: number; y0: numb
 	return (
 		<g>
 			<Show when={flying()}>
-				<circle cx={props.x} cy={lerp(first())} r="3.5" fill={props.p.lost ? COLOR.lost : COLOR.done} />
+				<circle
+					cx={props.x}
+					cy={lerp(first())}
+					r="3.5"
+					fill={props.p.lost ? COLOR.lost : props.p.up ? COLOR.neutral : COLOR.done}
+				/>
 			</Show>
 			<Show when={dead()}>
 				<text x={props.x} y={lerp(0.5) + 4} text-anchor="middle" fill={COLOR.lost} font-weight="bold" opacity={fade()}>
diff --git a/src/components/voice/interrupt.tsx b/src/components/voice/interrupt.tsx
index 8c8f0b9..221e70c 100644
--- a/src/components/voice/interrupt.tsx
+++ b/src/components/voice/interrupt.tsx
@@ -3,27 +3,38 @@ import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, head, type Packet, type Segment, transmit, type Word } from "./sim";
 import { WORDS } from "./tts";
 
-const AXIS = 3.6;
+const AXIS = 4.6;
+const ANSWER = 3.1; // seconds of the original answer: "Paris. Home of le croissant."
 const GENERATE = 10; // the model speaks 10x faster than real-time
 const THROUGHPUT = 3; // MoQ sends as fast as the network allows
 const DELAY = 0.5; // the player starts playback after a short delay
 const NONE = { start: 0, end: 0 }; // no packet loss, the network is fine
 
-const STOP = 0.9; // you say "stop" partway through "Paris."
-const HEARD = STOP + FLIGHT; // the AI hears you, discards the old track, and starts a new one
-const CUT = 1.0; // the media timestamp the new track starts at, right before "Home"
+const STOP = 0.9; // you start saying "stop" partway through "Paris."
+const SAYING = 0.4; // how long "stop" takes to say
+const THINK = 0.3; // the AI decides it was interrupted before it starts a new track
+const HEARD = STOP + SAYING + FLIGHT; // the last of "stop" reaches the AI
+const NEW = HEARD + THINK; // the AI discards the old track and starts a new one
+const CUT = 1.7; // the media timestamp the new track starts at, right before "le"
 const REPLY: Word[] = [
-	{ text: "Okay,", start: 1.1, end: 1.5 },
-	{ text: "what", start: 1.65, end: 1.85 },
-	{ text: "should", start: 1.95, end: 2.2 },
-	{ text: "we", start: 2.3, end: 2.4 },
-	{ text: "discuss", start: 2.5, end: 2.95 },
-	{ text: "next?", start: 3.05, end: 3.4 },
+	{ text: "Okay,", start: 1.8, end: 2.2 },
+	{ text: "what", start: 2.35, end: 2.6 },
+	{ text: "should", start: 2.75, end: 3.05 },
+	{ text: "we", start: 3.2, end: 3.3 },
+	{ text: "discuss", start: 3.45, end: 3.9 },
+	{ text: "next?", start: 4.05, end: 4.4 },
 ];
-const REPLY_END = 3.5;
+const REPLY_END = 4.5;
 
 const generated = (ts: number) => (ts + FRAME) / GENERATE;
-const regenerated = (ts: number) => HEARD + (ts - CUT + FRAME) / GENERATE;
+const regenerated = (ts: number) => NEW + (ts - CUT + FRAME) / GENERATE;
+
+// Your "stop", sent upstream a frame at a time, drawn above wherever you were listening.
+const UP: Packet[] = frames(SAYING).map((i) => {
+	const sent = STOP + i + FRAME;
+	return { ts: sent - DELAY - FRAME, sent, lost: false, up: true };
+});
+const HEARING = STOP + FRAME + FLIGHT; // the first of "stop" reaches the AI
 
 function spoken(packets: Packet[], made: (ts: number) => number, discard?: number): Segment[] {
 	return packets.map((p) => ({
@@ -44,23 +55,24 @@ function heard(packets: Packet[], discard?: number): Segment[] {
 	});
 }
 
-const old = transmit(frames(AXIS), (ts) => Math.max(generated(ts), ts / THROUGHPUT), NONE, false);
+const old = transmit(frames(ANSWER), (ts) => Math.max(generated(ts), ts / THROUGHPUT), NONE, false);
 
 function same(): Panel {
 	const played = heard(old);
-	const note = (t: number) =>
-		t >= STOP && head(played, t) < AXIS - 0.01 ? `still talking ${(t - STOP).toFixed(1)}s after “stop”` : undefined;
+	const ai = (t: number) => (t >= HEARING && t < HEARD + 1.2 ? "heard “stop”, but it’s all sent already" : undefined);
+	const you = (t: number) =>
+		t >= STOP && head(played, t) < ANSWER - 0.01 ? `still talking ${(t - STOP).toFixed(1)}s after “stop”` : undefined;
 
 	return {
 		title: "MoQ",
 		subtitle: "one track, the player keeps its buffer",
-		top: [{ who: "ai", words: WORDS, segments: spoken(old, generated) }],
-		bottom: [{ who: "you", words: WORDS, segments: played, note }],
-		packets: old,
+		top: [{ who: "ai", words: WORDS, segments: spoken(old, generated), note: ai }],
+		bottom: [{ who: "you", words: WORDS, segments: played, note: you }],
+		packets: [...old, ...UP],
 		loss: NONE,
 		replies: [
 			{ at: STOP, text: "“Stop!”" },
-			{ at: AXIS + DELAY + 0.2, text: "“I said STOP.”", good: false },
+			{ at: ANSWER + DELAY + 0.2, text: "“I said STOP.”", good: false },
 		],
 	};
 }
@@ -74,21 +86,32 @@ function replace(): Panel {
 	);
 
 	// The player switches when the new track's first packet shows up, discarding the old track's buffer.
-	const swap = arrival(fresh[0]) ?? HEARD;
-	const note = (t: number) => (t >= swap ? `discarded ${(AXIS - CUT).toFixed(1)}s of buffered audio` : undefined);
+	const swap = arrival(fresh[0]) ?? NEW;
+	const ai = (t: number) => {
+		if (t >= HEARING && t < HEARD) return "hearing “stop”…";
+		if (t >= HEARD && t < NEW) return "thinking…";
+		return undefined;
+	};
+	const you = (t: number) => (t >= swap ? `discarded ${(ANSWER - CUT).toFixed(1)}s of buffered audio` : undefined);
 
 	return {
 		title: "MoQ",
 		subtitle: "a new track replaces the old one, and its buffer is discarded",
 		top: [
-			{ who: "ai", words: WORDS, segments: spoken(old, generated, HEARD) },
-			{ who: "ai", words: REPLY, segments: spoken(fresh, regenerated), label: { text: "new track", at: HEARD } },
+			{ who: "ai", words: WORDS, segments: spoken(old, generated, NEW) },
+			{
+				who: "ai",
+				words: REPLY,
+				segments: spoken(fresh, regenerated),
+				note: ai,
+				label: { text: "new track", at: NEW },
+			},
 		],
 		bottom: [
-			{ who: "you", words: WORDS, segments: heard(old, swap), note },
+			{ who: "you", words: WORDS, segments: heard(old, swap), note: you },
 			{ who: "you", words: REPLY, segments: heard(fresh), label: { text: "new track", at: swap } },
 		],
-		packets: [...old, ...fresh],
+		packets: [...old, ...fresh, ...UP],
 		loss: NONE,
 		replies: [
 			{ at: STOP, text: "“Stop!”" },
@@ -101,7 +124,7 @@ const PANELS = { same: same(), new: replace() };
 
 const LABELS = {
 	same: "Interrupting over a single MoQ track: the answer is already buffered, so the AI keeps talking after you say stop.",
-	new: "Interrupting by replacing the MoQ track: the old track's buffered audio is discarded and the new track plays instead.",
+	new: "Interrupting by replacing the MoQ track: your stop reaches the AI, it starts a new track, and the old track's buffered audio is discarded.",
 };
 
 export default function Interrupt(props: { track: "same" | "new" }) {
diff --git a/src/components/voice/sim.ts b/src/components/voice/sim.ts
index b6df74c..cc6c3ff 100644
--- a/src/components/voice/sim.ts
+++ b/src/components/voice/sim.ts
@@ -29,6 +29,7 @@ export interface Packet {
 	sent: number;
 	lost: boolean;
 	rtx?: number; // retransmit time, if the transport bothers
+	up?: boolean; // travels bottom to top, like the listener talking back
 }
 
 // A window of wall-clock time where every packet sent is lost.
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 656b477..fc265bf 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -54,12 +54,11 @@ Just like Leonardo DiCaprio, anything above 30ms is too old.
 
 WebRTC *could* detect packet loss and retransmit.
 That's what TCP does after all, and it powers most of the internet.
-But WebRTC doesn't retransmit audio for **product reasons**.
+WebRTC will retransmit audio if you munge the SDP, but the jitter buffer rarely waits for it.
 
 We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
 Retransmitted audio packets will be delayed, either introducing latency, or a burst of audio.
 Our neurons can only fire so fast and don't want to process time shifts.
-You *can* munge the SDP to enable NACKs, but the jitter buffer is so tiny that a late retransmit gets dropped anyway.
 
 But this kind of sucks for a **voice AI product**. 
 You walk out of wifi range, hit a cellular dead zone, or starlink terminal switches satellites.

From 58b1ab60b19e4d02e51cdac4b19588004494de71 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Mon, 19 Oct 2026 14:55:32 -0700
Subject: [PATCH 16/33] WIP

---
 src/components/voice/interrupt.tsx            | 46 ++++++++---
 .../blog/webrtc-is-still-the-problem.mdx      | 79 +++++++++++--------
 2 files changed, 79 insertions(+), 46 deletions(-)

diff --git a/src/components/voice/interrupt.tsx b/src/components/voice/interrupt.tsx
index 221e70c..8a646f8 100644
--- a/src/components/voice/interrupt.tsx
+++ b/src/components/voice/interrupt.tsx
@@ -3,7 +3,7 @@ import { Diagram, type Panel } from "./diagram";
 import { arrival, FLIGHT, FRAME, frames, head, type Packet, type Segment, transmit, type Word } from "./sim";
 import { WORDS } from "./tts";
 
-const AXIS = 4.6;
+const AXIS = 4.8;
 const ANSWER = 3.1; // seconds of the original answer: "Paris. Home of le croissant."
 const GENERATE = 10; // the model speaks 10x faster than real-time
 const THROUGHPUT = 3; // MoQ sends as fast as the network allows
@@ -26,6 +26,13 @@ const REPLY: Word[] = [
 ];
 const REPLY_END = 4.5;
 
+// One track can only append, so the AI's reply to "stop" queues behind the rest of the answer.
+const QUEUED: Word[] = [
+	{ text: "What", start: 3.2, end: 3.45 },
+	{ text: "next?", start: 3.55, end: 3.9 },
+];
+const QUEUED_END = 4.0;
+
 const generated = (ts: number) => (ts + FRAME) / GENERATE;
 const regenerated = (ts: number) => NEW + (ts - CUT + FRAME) / GENERATE;
 
@@ -58,21 +65,38 @@ function heard(packets: Packet[], discard?: number): Segment[] {
 const old = transmit(frames(ANSWER), (ts) => Math.max(generated(ts), ts / THROUGHPUT), NONE, false);
 
 function same(): Panel {
-	const played = heard(old);
-	const ai = (t: number) => (t >= HEARING && t < HEARD + 1.2 ? "heard “stop”, but it’s all sent already" : undefined);
+	const queued = (ts: number) => NEW + (ts - ANSWER + FRAME) / GENERATE;
+	const appended = transmit(
+		frames(QUEUED_END).filter((ts) => ts >= ANSWER),
+		queued,
+		NONE,
+		false,
+	);
+	const packets = [...old, ...appended];
+	const words = [...WORDS, ...QUEUED];
+	const played = heard(packets);
+	const ai = (t: number) => {
+		if (t >= HEARING && t < NEW) return "heard “stop”, but the answer is already sent";
+		if (t >= NEW && t < NEW + 1.2) return "replies, after the buffered answer";
+		return undefined;
+	};
 	const you = (t: number) =>
-		t >= STOP && head(played, t) < ANSWER - 0.01 ? `still talking ${(t - STOP).toFixed(1)}s after “stop”` : undefined;
+		t >= STOP && head(played, t) < QUEUED_END - 0.01
+			? `still talking ${(t - STOP).toFixed(1)}s after “stop”`
+			: undefined;
 
 	return {
-		title: "MoQ",
-		subtitle: "one track, the player keeps its buffer",
-		top: [{ who: "ai", words: WORDS, segments: spoken(old, generated), note: ai }],
-		bottom: [{ who: "you", words: WORDS, segments: played, note: you }],
-		packets: [...old, ...UP],
+		title: "MoQ (naive)",
+		subtitle: "one track, so the reply waits behind the buffered answer",
+		top: [
+			{ who: "ai", words, segments: spoken(packets, (ts) => (ts < ANSWER ? generated(ts) : queued(ts))), note: ai },
+		],
+		bottom: [{ who: "you", words, segments: played, note: you }],
+		packets: [...packets, ...UP],
 		loss: NONE,
 		replies: [
 			{ at: STOP, text: "“Stop!”" },
-			{ at: ANSWER + DELAY + 0.2, text: "“I said STOP.”", good: false },
+			{ at: QUEUED_END + DELAY + 0.1, text: "“I said STOP.”", good: false },
 		],
 	};
 }
@@ -123,7 +147,7 @@ function replace(): Panel {
 const PANELS = { same: same(), new: replace() };
 
 const LABELS = {
-	same: "Interrupting over a single MoQ track: the answer is already buffered, so the AI keeps talking after you say stop.",
+	same: "A naive interruption over a single MoQ track: the answer is already buffered, so the AI keeps talking after you say stop, and its reply only plays once the buffer runs out.",
 	new: "Interrupting by replacing the MoQ track: your stop reaches the AI, it starts a new track, and the old track's buffered audio is discarded.",
 };
 
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index fc265bf..40ce0f6 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -51,16 +51,17 @@ Just like Leonardo DiCaprio, anything above 30ms is too old.
 <SpeechToText transport="webrtc" client:visible />
 
 **But why?**
-
-WebRTC *could* detect packet loss and retransmit.
-That's what TCP does after all, and it powers most of the internet.
-WebRTC will retransmit audio if you munge the SDP, but the jitter buffer rarely waits for it.
+WebRTC *could* detect packet loss and retransmit, and in fact that's what it does for video.
+However, for audio it uses an aggressive jitter buffer for **product reasons**.
 
 We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
 Retransmitted audio packets will be delayed, either introducing latency, or a burst of audio.
 Our neurons can only fire so fast and don't want to process time shifts.
 
-But this kind of sucks for a **voice AI product**. 
+For the nerds in the audience, WebRTC handles this with [NetEQ](https://chromium.googlesource.com/external/webrtc/+/master/modules/audio_coding/neteq/g3doc/index.md).
+It's neat because it does change the speed of playback in response to RTT changes... but not packet loss.
+
+This kind of sucks for a **voice AI product**. 
 You walk out of wifi range, hit a cellular dead zone, or starlink terminal switches satellites.
 Oops, your **tokens are wasted**, or worse, **AI tries to guess what you said**.
 
@@ -87,14 +88,12 @@ WebRTC is designed for humans, not voice AI agents.
 These poor robots are being held back by our mediocrity.
 
 ## I Require Context
-When it comes to LLMs, latency budgets get **weird**.
+When it comes to LLMs, latency budgets get **_weird_**.
 
 Normally you would think of **latency** as the amount of time it takes for a grunt to traverse a tin can.
 However, that's not quite true for AI. 
 
-**LLMs are blocked on context**.
-
-Here's a dumb example of context growing over time:
+**LLMs are blocked on context**. Here's a dumb example of context growing over time:
 - **1s**: What
 - **2s**: What is
 - **3s**: What is le
@@ -104,25 +103,25 @@ Here's a dumb example of context growing over time:
 
 If an LLM tries to answer my prompt **before** getting the full context, shit will suck.
 **France is le gatekeeper**, and everything before it is effectively a prerequisite.
-In this example, the **only latency that matters** is the last packet of the sentence.
+In this example, what matters is the **latency of last packet**.
 
 Those poor packets that were attacken by the kraken?
 WebRTC actually had **seconds to retransmit** with no latency penalty.
-The AI agent can process **faster than real-time** to catch up.
-The end user (aka **YOU**) won't notice a thing.
+The AI agent can process **faster than real-time** to catch up without the end user (aka **YOU**) noticing a thing.
 
 So that's what Mr. MoQ does.
+We don't give up until the damn bell rings.
 
 <SpeechToText transport="moq" client:visible />
 
 It's not expensive either: audio is *tiny*.
-1s of Opus @ 64Kbps is 8KB, aka 50 tiny packets that would fit in ~6 full-sized ones.
-We have **literal seconds** to retransmit a few KB to avoid any user impact.
+1s of Opus @ 64Kbps is 8KB, originally sent as 50 tiny packets, but it can be retransmitted as ~6 QUIC packets.
+We have **literal seconds** to retransmit **6 packets** to avoid any user impact.
 
 And if we manage to accomplish this herculean task: **all the context arrives in time!**
 
-The model no longer has to guess.
-It no longer has be trained on packet loss distortion either.
+The model no longer has to guess, like with WebRTC.
+It no longer has be trained on silence or loss distortion (specific to Opus) either.
 
 ## Not Just Mics
 Guess what? 
@@ -135,13 +134,14 @@ Every other protocol uses timestamps, but not Mr. WebRTC, because accuracy (and
 TTS is generated faster than real-time, stamping each packet with a future timestamp.
 But in order to play back audio at the correct time with WebRTC... the agent needs to **sleep before transmitting each packet**.
 
-And those packets can be lost, will never be retransmitted, tokens burned, yada yada.
+That's right, using `sleep` in `<current year>`.
+If there's any packet loss, our TTS is lost, will never be retransmitted, tokens burned, yada yada.
 
 <TextToSpeech transport="webrtc" client:visible />
 
 When the kraken attacken, there's no coming backen.
-
-If only there was some way to signal when to render each audio packet...
+If only there was some way to signal when to render each audio packet.
+A stamp of sorts.
 
 ## Random Access Memory
 **Welcome back to the future Marty**.
@@ -151,6 +151,9 @@ We faster than real-time now.
 And being able to store stuff locally.
 You know, like audio that needs to be played over the speakers.
 
+We put a timestamp on each audio frame and use that to determine when to play it out of RAM.
+Absurd, I know.
+
 <TextToSpeech transport="moq" client:visible />
 
 It's how the Youtubes keeps playing back video even when you lose network connectivity.
@@ -162,7 +165,7 @@ You're not going to have to take out a loan to buy another RAM stick.
 
 **Disclaimer**: this behavior is not IETF standardized.
 It's something only my [moq.dev](https://moq.dev) clients (and thus Pipecat) support.
-Be my guest if you want to argue with Cisco and get it into the official standard.
+Be my guest if you want to argue with Cisco and get it into the official standards.
 
 ## Enter the Antagonist
 Then why is [OpenAI using WebRTC](https://openai.com/index/delivering-low-latency-voice-ai-at-scale/)?
@@ -190,24 +193,26 @@ So that's why your hyper deluxe ChatGPT™ voice AI model, after billions invest
 I could dump on WebRTC for days, but I want to be positive for a change.
 Here's how to fix it, **petition Google** to:
 - implement [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) for audio (it's video only).
-- enable NACKs and retransmissions for audio (configurable)
+- implement a fully reliable jitter buffer (with retransmits).
 - render audio based on timestamps not vibes (configurable).
 - allow the jitter buffer to grow into the future (for TTS).
 - IDK some RTP extension to bump the track generation (for interruptions).
 
-And of course petition the wider WebRTC ecosystem to do the same, but browser support is the one thing that Google gatekeeps. 
-I'm not planning on forking Chrome *yet*.
+And of course, petition the wider WebRTC ecosystem to do the same (ex. LiveKit, Daily).
+However, browser support is gatekept by Google until vibe coded Chrome forks take off.
 
 I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exactly what you want for voice AI... but it's for video only.
 Higher latency/quality playback has **never** been a priority.
 
 **Fun Fact**: This incomplete extension is partly why I ended up creating MoQ.
 We tried using WebRTC at Twitch but the real-time-or-else made for a poor user experience.
-I am but a humble software engineer, and could not petition Google.
+I am but a humble software engineer, and despite trying, we failed to petition Google.
 
 But OpenAI has enough sway to fix WebRTC.
-One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html) (faster connection setup), ironically the same name as the first [MoQ draft](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html) that I wrote.
-Keep at it Justin, or join the Dark Side with me...
+One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html) (not that [WARP](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html)), which was hot off the heels of my last blog post.
+
+Keep at it Justin, or join the Dark Side with me.
+Everything is so much nicer when you can abandon [disgusting VOIP standards](https://webrtchacks.com/sdp-anatomy/).
 
 ## Enter The Protagonist
 In my humble and handsome opinion, **it's time to invest in a better transport**.
@@ -240,6 +245,8 @@ Sometimes the AI is monologuing and you need to tell it to STFU.
 It's pretty easy to do with WebRTC because of the sleep before sending each packet.
 But with MoQ, we need some signal to tell the player to **abandon the playout buffer**.
 
+Here's the naive approach approach that I most definitely did not do on my first attempt:
+
 <Interrupt track="same" client:visible />
 
 My solution for this is deviously clever.
@@ -331,13 +338,13 @@ Both get coalesced into a single upstream subscription so it scales horizontally
 
 And note that this is the **maximum latency**.
 MoQ flushes frames ASAP by default, but under terrible network conditions you need to eventually give up.
-Otherwise MoQ would be no better than TCP/WebSocket.
+Otherwise MoQ would be no better than TCP/WebSocket... which is probably still better than WebRTC.
 
 It's all about the size of the jitter buffer baybee.
 
 
 ## It's Simple: Predict the Future
-> Hey stupid, your blog post is wrong. You didn't mention [FEC](https://en.wikipedia.org/wiki/Error_correction_code).
+> Hey stupid, your blog post is wrong. WebRTC doesn't care about packet loss because it uses [FEC](https://en.wikipedia.org/wiki/Error_correction_code).
 
 Mate go read my [previous blog posts](/blog/never-use-datagrams).
 
@@ -345,17 +352,19 @@ WebRTC (and Opus) include Forward Error Correction to help mask packet loss.
 The idea is to send some parity bits for the previous audio frame.
 
 But that's it; it helps recover a single last packet.
-Two in a row, or an entire second in a row, and you're out of luck.
+And that's **not how the internet works**; packet loss is not random.
+Most packet loss on the internet is bursty and caused by bufferbloat or the loss of jumbo frames.
 
-FEC involves fortune telling; trying to predict the shape of upcoming packet loss.
-The reality is that most packet loss on the internet is bursty and caused by bufferbloat.
-Sending additional packets can aggravate congestion if you're not careful.
-
-But if you insist, QUIC libraries *could* totally transmit the data as many times as you want.
-Basically [RED](https://bloggeek.me/webrtcglossary/red/) but you could even do it based on byte offsets, not packets.
+FEC is fortune telling.
+You send extra packets attempting to predict the future and mask loss.
+But sending additional packets **will aggravate congestion** if you're not careful (and you're not).
 
+But if you insist, QUIC libraries can retransmit stream data as many times as they want.
+Basically [RED](https://bloggeek.me/webrtcglossary/red/) but based on byte offsets, not packets.
 It's dumb though; focus on shrinking RTTs and detecting bufferbloat (congestion control).
 
+And if 
+
 ## More Free Ideas
 I should end the blog post here but seriously, I'm 3 weeks in and need this shit forwarded internally.
 Take a screenshot of it on your internal Slack.

From d898b88c06f7ca05f49ffa5162bfdce4bf9c1484 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Tue, 20 Oct 2026 13:01:03 -0700
Subject: [PATCH 17/33] WIP

---
 src/components/voice/budget.tsx               |  12 +-
 src/components/voice/diagram.tsx              |   7 +-
 .../blog/webrtc-is-still-the-problem.mdx      | 118 +++++++++---------
 3 files changed, 72 insertions(+), 65 deletions(-)

diff --git a/src/components/voice/budget.tsx b/src/components/voice/budget.tsx
index 8548a18..e3e7324 100644
--- a/src/components/voice/budget.tsx
+++ b/src/components/voice/budget.tsx
@@ -35,13 +35,13 @@ function listen(budget: number): Segment[] {
 	});
 }
 
-const STS = listen(1);
-const STT = listen(10);
+const STS = listen(0.5);
+const STT = listen(5);
 
 const finished = (segments: Segment[]) => Math.max(...segments.map((s) => s.done ?? s.lost ?? 0));
 
 const note = (t: number) => {
-	if (STS.some((s) => has(s.missing, t) && !has(s.have, t) && !has(s.lost, t))) return "waiting, for up to 1s";
+	if (STS.some((s) => has(s.missing, t) && !has(s.have, t) && !has(s.lost, t))) return "waiting, for up to 500ms";
 	if (STS.some((s) => has(s.lost, t)) && t < finished(STS) + 0.5) return "gave up, guessing";
 	return undefined;
 };
@@ -51,8 +51,8 @@ const PANEL: Panel = {
 	subtitle: "one upstream, two subscribers with different latency budgets",
 	top: [{ who: "you", words: WORDS, segments: SPOKEN }],
 	bottom: [
-		{ who: "ai", words: WORDS, segments: STS, note, label: { text: "STS · 1s budget", align: "end" } },
-		{ who: "ai", words: WORDS, segments: STT, label: { text: "STT · 10s budget", align: "end" } },
+		{ who: "ai", words: WORDS, segments: STS, note, label: { text: "STS · 500ms budget", align: "end" } },
+		{ who: "ai", words: WORDS, segments: STT, label: { text: "STT · 5s budget", align: "end" } },
 	],
 	packets: PACKETS,
 	loss: LOSS,
@@ -68,7 +68,7 @@ export default function Budget() {
 			axis={AXIS}
 			panel={PANEL}
 			legend={{ done: "spoken / understood", have: "received, not yet understood" }}
-			label="Two subscribers share one upstream. The 1s speech-to-speech subscriber gives up on the lost audio and stalls politely, while the 10s speech-to-text subscriber waits for retransmits and answers correctly."
+			label="Two subscribers share one upstream. The 500ms speech-to-speech subscriber gives up on the lost audio and stalls politely, while the 5s speech-to-text subscriber waits for retransmits and answers correctly."
 		/>
 	);
 }
diff --git a/src/components/voice/diagram.tsx b/src/components/voice/diagram.tsx
index af88c2f..e54e430 100644
--- a/src/components/voice/diagram.tsx
+++ b/src/components/voice/diagram.tsx
@@ -103,8 +103,11 @@ export function Diagram(props: Props) {
 		};
 		frame = requestAnimationFrame(tick);
 
-		// Only run while on screen, so the reader doesn't miss the start.
-		const observer = new IntersectionObserver(([entry]) => setPlaying(entry.isIntersecting), { threshold: 0.5 });
+		// Only run once the diagram reaches the top half of the screen, where the reader is looking,
+		// so they don't miss the start.
+		const observer = new IntersectionObserver(([entry]) => setPlaying(entry.isIntersecting), {
+			rootMargin: "0px 0px -50% 0px",
+		});
 		observer.observe(root);
 
 		onCleanup(() => {
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 40ce0f6..e5f8a38 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -245,7 +245,7 @@ Sometimes the AI is monologuing and you need to tell it to STFU.
 It's pretty easy to do with WebRTC because of the sleep before sending each packet.
 But with MoQ, we need some signal to tell the player to **abandon the playout buffer**.
 
-Here's the naive approach approach that I most definitely did not do on my first attempt:
+Here's the naive approach approach, that I most definitely did ~not~ do on my first attempt:
 
 <Interrupt track="same" client:visible />
 
@@ -261,7 +261,8 @@ Just make a new audio track (and remove the old one) as the STFU signal.
 
 <Interrupt track="new" client:visible />
 
-The *generic* player automatically switches tracks, using timestamps to keep synchronization.
+This works on a **generic MoQ player**.
+We automatically switches tracks, using timestamps to keep synchronization.
 
 **ez**
 
@@ -269,9 +270,10 @@ The *generic* player automatically switches tracks, using timestamps to keep syn
 > Hey stupid, your blog post is wrong. You didn't mention [speech-to-speech](https://openai.com/index/introducing-the-realtime-api/)?
 
 Oops, I didn't know speech-to-speech existed before [hip firing my last post](/blog/webrtc-is-the-problem).
-I probably should have first done *some* research on the state of voice AI.
+Dunning-Kruger is the only reason you guys got a blog post in the first place.
+What can I say but **ur welcome**.
 
-**DISCLAIMER**: I still haven't done any research on the state of voice AI.
+**DISCLAIMER**: I still haven't done any research on the state of voice AI, nor has Claude.
 I give you full permission to tweet `@kixelated ur stupid`.
 
 The idea behind speech-to-speech is to cut out the text middleman.
@@ -286,30 +288,26 @@ Not so fast literary strawman.
 
 ## Latency Budgets
 The more time you have to work on something, the better the result.
-Good things take time, like Fable scanning the entire mono-repo, only to change one word.
+Good things take time, like Fable changing a single line in `README.md` because I forgot to change model first.
+fuck.
 
 Networks are the same. 
 The more time you have to transmit something, the better the reliability and thus quality.
 It's why retransmits exist in the first place.
 
-**Fun Fact:** Over-the-air TV doesn't have retransmits or byte offsets.
-Instead it relies on identifying a **0x47** sync byte every **188 bytes**.
+**Fun Fact:** Over-the-air TV doesn't have retransmits. 
+It can detect loss via a **0x47** sync byte every **188 bytes** but there's no way to repair it.
 This is unironically still [the standard for broadcast TV](https://en.wikipedia.org/wiki/MPEG_transport_stream) in `<current year>`. 
 It's also why glitchy messes (and 30s of latency) are still a thing in `<current year>`.
 
-Anyway no more **fun facts**, it's time to talk about business.
-And something even worse: **product managers**.
-
-## The Root of all Evil
 The amount of time a user is willing to wait for something is a **product decision**.
 Put on your big boye pants, it's time to be a PM.
-
 Do users want something fast and lossy, or slow and reliable?
+
 **Why not both**?
 
 That's the idea behind speech-to-speech.
-Do a fast pass for easy prompts.
-For anything more difficult, generate some comfort noise.
+Do a low-latency STS pass for easy prompts and to generate comfort noise.
 
 > Human: What is le capital of France?
 
@@ -318,52 +316,58 @@ For anything more difficult, generate some comfort noise.
 Boom, even that useless "I'm thinking" response makes the human feel good chemicals.
 But more importantly for us anti-PMs, it buys us enough time to start a slower pass.
 
+I don't work at a frontier lab so this is **all speculation**, but I imagine SST->LLM->TTS is still used for these slower passes where correctness is more important than latency.
+A STS model with Astra/Fable quality is absolutely ideal... but maybe not worth the investment.
+
+Either way, doesn't matter if it's STS or SST->LLM->TTS.
+The only thing that matters is the **latency budget**.
+
 ## Why Not Both?
 One of the core problems we're trying to fix with MoQ is the whole "one transport per latency" issue in the industry.
-It's unfortunately common to use something like WebRTC for real-time participants (ex. Zoom) while non-participants get something TCP based (ex. HLS).
+It's face-palmingly common to use different protocols based on the latency budget.
 
-Fuck that noise, MoQ supports every latency target:
+Fuck that noise, MoQ supports multiple latency targets:
 - **real-time latency** for rapid replies (STS).
 - **loss-less quality** for slow replies (STT->LLM->TTS).
 
 **How?**
 
-Every subscription includes how long the **subscriber is willing to wait**.
-Your real-time model can have a maximum latency of 1s while your more accurate model might have a maximum latency of 10s.
-Both get coalesced into a single upstream subscription so it scales horizontally.
+Every MoQ subscription includes how long the **subscriber is willing to wait**.
+Your real-time model can have a maximum latency of 500ms while your more accurate model might have a maximum latency of 5s.
 
-<Budget client:visible />
+Both get coalesced into a **single upstream subscription** which can fanout.
+We're not wasting any bandwidth; it's all about the size of the jitter buffer baybee.
 
-**Your transport latency SHOULD be aligned with your product latency budget.**
+<Budget client:visible />
 
 And note that this is the **maximum latency**.
 MoQ flushes frames ASAP by default, but under terrible network conditions you need to eventually give up.
 Otherwise MoQ would be no better than TCP/WebSocket... which is probably still better than WebRTC.
 
-It's all about the size of the jitter buffer baybee.
+**Your transport latency should be aligned with your product latency budget.**
 
 
 ## It's Simple: Predict the Future
 > Hey stupid, your blog post is wrong. WebRTC doesn't care about packet loss because it uses [FEC](https://en.wikipedia.org/wiki/Error_correction_code).
 
-Mate go read my [previous blog posts](/blog/never-use-datagrams).
+M8 go read my [previous blog posts](/blog/never-use-datagrams).
 
 WebRTC (and Opus) include Forward Error Correction to help mask packet loss.
 The idea is to send some parity bits for the previous audio frame.
 
-But that's it; it helps recover a single last packet.
-And that's **not how the internet works**; packet loss is not random.
-Most packet loss on the internet is bursty and caused by bufferbloat or the loss of jumbo frames.
+**But only a single last packet**, not even two in a row.
+Which is fine for WebRTC because it doesn't give a shit about audio older than 30ms.
+But unfortunately for voice AI, packet loss on the internet is bursty, not random.
 
-FEC is fortune telling.
-You send extra packets attempting to predict the future and mask loss.
-But sending additional packets **will aggravate congestion** if you're not careful (and you're not).
+A common "fix" is to spread parity information spread over time, so you can handle X lost packets in a row.
+All of this extra data has a real cost, and if you don't know what you're doing (and you don't), then you will **aggrevate bufferbloat**.
+
+In my humble (and attractive) opinion, FEC is best for huge RTTs, like transmitting to le moon.
+In `<current year>`, we instead use CDNs is to **shrink the lossy first/last mile** which makes retransmissions **OP**.
+Why spread FEC over 200ms if it takes 40ms to retransmit?
 
 But if you insist, QUIC libraries can retransmit stream data as many times as they want.
 Basically [RED](https://bloggeek.me/webrtcglossary/red/) but based on byte offsets, not packets.
-It's dumb though; focus on shrinking RTTs and detecting bufferbloat (congestion control).
-
-And if 
 
 ## More Free Ideas
 I should end the blog post here but seriously, I'm 3 weeks in and need this shit forwarded internally.
@@ -396,26 +400,29 @@ But getting cheap DELL servers next to every single user in the world is easy.
 - Run `moq-relay` within CDN edges.
 - Run models where GPUs are available.
 
-This is basically the premise of [CDNs](https://moq.pro).
+Like I said earlier, this is basically the premise of [CDNs](https://moq.pro).
 A huge number of edge nodes close to users minimizes the **congested first/last mile**.
 Over-provision the backbone so you can get the traffic to the GPUs **without congestion**.
 
 **You can independently scale network and compute.**
 
-Which I hope you guys already do, but MoQ is generic enough to serve more than just Voice AI.
+Which I hope you guys already do, and are big enough to justify a custom Voice AI protocol instead of using a standardized MoQ implementation.
+
+For everybody else, MoQ is generic enough to serve **more than just Voice AI**.
+Think of MoQ like a live HTTP.
+
 In fact, my first big *customer* is using [moq.pro](https://moq.pro) to mass fanout JSON blobs.
-Not even media, ugh.
+Literally a generic pub/sub protocol.
 
 ## Prioritize Context
-Look I'm a transport AND an ideas guy.
+Look I'm a transport and ideas guy, not an AI scientest.
 Don't flame me if this is obvious and/or impossible.
-I swear I didn't ask Clode if it was possible first; that's your job.
 
 The core problem with WebRTC+AI is that there's a disconnect between the model and the transport.
-I focused on aligning latency... but what about aligning context?
+While this blog focused on aligning latency... but what about aligning context?
 
 After all, **not all tokens have the same weight**.
-With some way to detect the relative importance of each utterance, we could use that to make informed networking decisions too.
+If we knew the relative importance of each token, we can use that to make informed networking decisions.
 
 **high priority**: what capital france\
 **low priority**: is le\
@@ -424,14 +431,9 @@ With some way to detect the relative importance of each utterance, we could use
 To implement this via MoQ, you would split the audio track into separate tracks that are encoded independently.
 The high priority track would get first dibs on available bandwidth and would have a higher max-latency.
 
-That's the easy part.
-The hard part is actually running some lightweight tokenizer on the client.
-But I mean that's similar to VAD... and it can't be that difficult right...?
-
-The other hard part is actually giving a shit.
-Audio bitrates are so low that you rarely get a chance to prioritize.
-But the same logic applies to other things, like video.
-Prioritize them frames.
+But TBH the hard part is actually giving a shit.
+Audio bitrates are so low that you rarely get a chance to prioritize anyway, and it's not worth the hassle of doing a client-side tokenizer.
+Maybe it could matter for video tho.
 
 ## Back-fill that Boye
 The other problem with dropping audio after 30ms is that it's a one-way door.
@@ -441,27 +443,29 @@ The other problem with dropping audio after 30ms is that it's a one-way door.
 Once a network transport decides to drop data over the network, it can't be used for *other* things.
 Now, I don't know if frontier labs store raw audio... but maybe they should.
 
-When there's network congestion and we hit the configured `max-latency`, something's gotta give.
-The AI model has to guess based on incomplete data: did it do a good job or bad job.
-**How do we know?**
+When there's network congestion and we hit the configured `max-latency`, the AI model has to guess based on incomplete data.
+
+Did it do a good job or bad job?
+**How can we know?**
 
 Well... maybe don't actually drop the audio; keep that shit in RAM.
 Audio is tiny after all.
 We can set `max-latency` to 10 minutes and it will be transmitted **eventually at the lowest priority**.
-We backfill that boye only when the network has fully recovered.
+We **backfill that boye** only when the network has fully recovered.
 
-Why backfill live? **Vroom vroom**, the GPU is warm.
+Why backfill via MoQ?
+Why not save it as a file an train on it later?
 
-Ask the model if it did a good job guessing what the user said X seconds ago.
-It's basically free if the context is cached.
-Use it as training data, IDK I'm not a scientist.
+**Vroom vroom**, the GPU is warm.  Ask the model if it did a good job guessing what the user said X seconds ago while the context is cached.
+Use it as training data.
+IDK I'm not a scientist.
 
 ## FIN
 Oh god I've spent so long on this blog post.
 Please upvote on your favorite link aggregator of choice.
 
-I'm about to **YOLO** into funding, so hit me up if you want to invest/acquire [Kixel, Corp.](https://kixel.us)
-You get a discount while I'm technically unemployed ("Pre-Seed") and easy to impress.
+I'm about to **YOLO** into funding, so hit me up if you're interested in [Kixel, Corp.](https://kixel.us)
+You get a discount while I'm spiritually unemployed and easy to impress.
 
 Also hit me up if you're tired of being well paid and want to **YOLO** into a job.
 There's already a second nerd starting next month.

From e111e478675f176c903e7883b72a41e1eb3e04ef Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Tue, 20 Oct 2026 20:59:33 -0700
Subject: [PATCH 18/33] Keep voice diagrams playing while they're on screen

A diagram starts once it reaches the middle half of the screen and keeps
playing until it scrolls fully out of view, instead of pausing as soon as it
leaves the top half.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/voice/diagram.tsx | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/src/components/voice/diagram.tsx b/src/components/voice/diagram.tsx
index e54e430..4eed19a 100644
--- a/src/components/voice/diagram.tsx
+++ b/src/components/voice/diagram.tsx
@@ -103,16 +103,19 @@ export function Diagram(props: Props) {
 		};
 		frame = requestAnimationFrame(tick);
 
-		// Only run once the diagram reaches the top half of the screen, where the reader is looking,
-		// so they don't miss the start.
-		const observer = new IntersectionObserver(([entry]) => setPlaying(entry.isIntersecting), {
-			rootMargin: "0px 0px -50% 0px",
+		// Start once the diagram reaches the middle half of the screen, where the reader is looking,
+		// so they don't miss the start. Keep running until it scrolls fully out of view.
+		const start = new IntersectionObserver(([entry]) => entry.isIntersecting && setPlaying(true), {
+			rootMargin: "-25% 0px -25% 0px",
 		});
-		observer.observe(root);
+		const stop = new IntersectionObserver(([entry]) => entry.isIntersecting || setPlaying(false));
+		start.observe(root);
+		stop.observe(root);
 
 		onCleanup(() => {
 			cancelAnimationFrame(frame);
-			observer.disconnect();
+			start.disconnect();
+			stop.disconnect();
 		});
 	});
 

From 2f0bc28c58072a7038854ee110596f67c0e728a2 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Tue, 20 Oct 2026 20:59:33 -0700
Subject: [PATCH 19/33] Trace the hand-drawn voice diagram icons

Replace the human, robot, and kraken placeholders with traced drawings. The
two kraken frames share one viewBox so they swap in place.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 public/voice/ai.svg       | 88 +++++++++++++++++++++++++++++++++++----
 public/voice/kraken-1.svg | 84 ++++++++++++++++++++++++++++++++++---
 public/voice/kraken-2.svg | 77 +++++++++++++++++++++++++++++++---
 public/voice/you.svg      | 86 +++++++++++++++++++++++++++++++++++---
 4 files changed, 311 insertions(+), 24 deletions(-)

diff --git a/public/voice/ai.svg b/public/voice/ai.svg
index 1ecc68e..cb9be89 100644
--- a/public/voice/ai.svg
+++ b/public/voice/ai.svg
@@ -1,9 +1,81 @@
-<!-- PLACEHOLDER: hand-draw a robot head, ~1:1, green on transparent. -->
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100" fill="none" stroke="#4dc515" stroke-width="5" stroke-linecap="round" stroke-linejoin="round">
-	<path d="M50 22V10" />
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diff --git a/public/voice/kraken-1.svg b/public/voice/kraken-1.svg
index 9eb5a6d..28d1359 100644
--- a/public/voice/kraken-1.svg
+++ b/public/voice/kraken-1.svg
@@ -1,6 +1,80 @@
-<!-- PLACEHOLDER: hand-draw a kraken chewing on packets, ~1:1. kraken-2.svg is a second frame; the two alternate. -->
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100" fill="none" stroke="#ef4444" stroke-width="5" stroke-linecap="round" stroke-linejoin="round">
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diff --git a/public/voice/kraken-2.svg b/public/voice/kraken-2.svg
index 59db70b..b46384b 100644
--- a/public/voice/kraken-2.svg
+++ b/public/voice/kraken-2.svg
@@ -1,6 +1,73 @@
-<!-- PLACEHOLDER: second frame of the kraken; see kraken-1.svg. -->
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diff --git a/public/voice/you.svg b/public/voice/you.svg
index e1aaa85..c952588 100644
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+++ b/public/voice/you.svg
@@ -1,7 +1,81 @@
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From 96487943fb50d1d98dbe307b6559686557d3748f Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Tue, 20 Oct 2026 20:59:33 -0700
Subject: [PATCH 20/33] Reword the retransmission lines in the voice AI post

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/pages/blog/webrtc-is-still-the-problem.mdx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index e5f8a38..930aeba 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -110,7 +110,7 @@ WebRTC actually had **seconds to retransmit** with no latency penalty.
 The AI agent can process **faster than real-time** to catch up without the end user (aka **YOU**) noticing a thing.
 
 So that's what Mr. MoQ does.
-We don't give up until the damn bell rings.
+No packet left behind: we keep retransmitting until the AI actually needs the audio.
 
 <SpeechToText transport="moq" client:visible />
 
@@ -120,7 +120,7 @@ We have **literal seconds** to retransmit **6 packets** to avoid any user impact
 
 And if we manage to accomplish this herculean task: **all the context arrives in time!**
 
-The model no longer has to guess, like with WebRTC.
+The model no longer has to guess.
 It no longer has be trained on silence or loss distortion (specific to Opus) either.
 
 ## Not Just Mics

From cc49c2000b5d0bb7915eac90383c7dcfcb189019 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Tue, 20 Oct 2026 21:02:16 -0700
Subject: [PATCH 21/33] Add the "I require context" drawing to the voice AI
 post

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../webrtc-is-still-the-problem/context.png    | Bin 0 -> 210190 bytes
 src/pages/blog/webrtc-is-still-the-problem.mdx |   4 ++++
 2 files changed, 4 insertions(+)
 create mode 100644 public/blog/webrtc-is-still-the-problem/context.png

diff --git a/public/blog/webrtc-is-still-the-problem/context.png b/public/blog/webrtc-is-still-the-problem/context.png
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diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 930aeba..62cce50 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -88,6 +88,10 @@ WebRTC is designed for humans, not voice AI agents.
 These poor robots are being held back by our mediocrity.
 
 ## I Require Context
+<figure>
+	<img src="/blog/webrtc-is-still-the-problem/context.png" alt="I require context" className="w-full max-w-sm" />
+</figure>
+
 When it comes to LLMs, latency budgets get **_weird_**.
 
 Normally you would think of **latency** as the amount of time it takes for a grunt to traverse a tin can.

From 48eb4120ee9696ab494c74f90619566fea88e12d Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Tue, 20 Oct 2026 21:20:47 -0700
Subject: [PATCH 22/33] Fix technical claims and typos in the voice AI post

- NetEQ adapts to jitter, not RTT; link the current NetEQ doc.
- WebRTC barely uses timestamps rather than ignoring them outright.
- Audio retransmits exist but lose to the jitter buffer.
- Opus FEC is a lower bitrate copy of the previous frame, not parity.
- MPEG-TS leans on FEC and a continuity counter, not the 0x47 sync byte.
- The voice assistant is ChatGPT, not Codex.
- Typos: STT, aggravate, duplicated words, and a few grammar slips.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../blog/webrtc-is-still-the-problem.mdx      | 42 ++++++++++---------
 1 file changed, 22 insertions(+), 20 deletions(-)

diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 62cce50..e2d4290 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -51,15 +51,16 @@ Just like Leonardo DiCaprio, anything above 30ms is too old.
 <SpeechToText transport="webrtc" client:visible />
 
 **But why?**
-WebRTC *could* detect packet loss and retransmit, and in fact that's what it does for video.
-However, for audio it uses an aggressive jitter buffer for **product reasons**.
+WebRTC *can* detect packet loss and retransmit, and in fact that's what it does for video.
+It can even retransmit audio, but it doesn't matter: the jitter buffer is so aggressive that the retransmission shows up too late and gets tossed anyway.
+That's for **product reasons**.
 
 We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
 Retransmitted audio packets will be delayed, either introducing latency, or a burst of audio.
 Our neurons can only fire so fast and don't want to process time shifts.
 
-For the nerds in the audience, WebRTC handles this with [NetEQ](https://chromium.googlesource.com/external/webrtc/+/master/modules/audio_coding/neteq/g3doc/index.md).
-It's neat because it does change the speed of playback in response to RTT changes... but not packet loss.
+For the nerds in the audience, WebRTC handles this with [NetEQ](https://webrtc.googlesource.com/src/+/main/modules/audio_coding/neteq/g3doc/index.md).
+It's neat because it does change the speed of playback in response to jitter... but not packet loss.
 
 This kind of sucks for a **voice AI product**. 
 You walk out of wifi range, hit a cellular dead zone, or starlink terminal switches satellites.
@@ -125,14 +126,14 @@ We have **literal seconds** to retransmit **6 packets** to avoid any user impact
 And if we manage to accomplish this herculean task: **all the context arrives in time!**
 
 The model no longer has to guess.
-It no longer has be trained on silence or loss distortion (specific to Opus) either.
+It no longer has to be trained on silence or loss distortion (specific to Opus) either.
 
 ## Not Just Mics
 Guess what? 
 WebRTC doesn't just suck for STT, it also sucks for TTS.
 
 **Fun Fact**: WebRTC renders audio (and video) based on **when it arrives**, not when it is **supposed to be rendered**.
-Every other protocol uses timestamps, but not Mr. WebRTC, because accuracy (and A/V sync) is a non-goal.
+Every other protocol uses timestamps, but Mr. WebRTC barely looks at them, because accuracy (and A/V sync) is a non-goal.
 
 **This is a huge problem for voice AI**.
 TTS is generated faster than real-time, stamping each packet with a future timestamp.
@@ -213,7 +214,7 @@ We tried using WebRTC at Twitch but the real-time-or-else made for a poor user e
 I am but a humble software engineer, and despite trying, we failed to petition Google.
 
 But OpenAI has enough sway to fix WebRTC.
-One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html) (not that [WARP](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html)), which was hot off the heels of my last blog post.
+One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html) (not that [WARP](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html)), which was hot on the heels of my last blog post.
 
 Keep at it Justin, or join the Dark Side with me.
 Everything is so much nicer when you can abandon [disgusting VOIP standards](https://webrtchacks.com/sdp-anatomy/).
@@ -249,7 +250,7 @@ Sometimes the AI is monologuing and you need to tell it to STFU.
 It's pretty easy to do with WebRTC because of the sleep before sending each packet.
 But with MoQ, we need some signal to tell the player to **abandon the playout buffer**.
 
-Here's the naive approach approach, that I most definitely did ~not~ do on my first attempt:
+Here's the naive approach, that I most definitely did ~not~ do on my first attempt:
 
 <Interrupt track="same" client:visible />
 
@@ -266,7 +267,7 @@ Just make a new audio track (and remove the old one) as the STFU signal.
 <Interrupt track="new" client:visible />
 
 This works on a **generic MoQ player**.
-We automatically switches tracks, using timestamps to keep synchronization.
+We automatically switch tracks, using timestamps to keep synchronization.
 
 **ez**
 
@@ -300,7 +301,8 @@ The more time you have to transmit something, the better the reliability and thu
 It's why retransmits exist in the first place.
 
 **Fun Fact:** Over-the-air TV doesn't have retransmits. 
-It can detect loss via a **0x47** sync byte every **188 bytes** but there's no way to repair it.
+There's no back channel, so it sends a pile of FEC and hopes for the best.
+When that's not enough, a counter in each **188 byte** packet tells you what you lost, but there's no way to get it back.
 This is unironically still [the standard for broadcast TV](https://en.wikipedia.org/wiki/MPEG_transport_stream) in `<current year>`. 
 It's also why glitchy messes (and 30s of latency) are still a thing in `<current year>`.
 
@@ -315,15 +317,15 @@ Do a low-latency STS pass for easy prompts and to generate comfort noise.
 
 > Human: What is le capital of France?
 
-> Codex: One second, let me look that up.
+> ChatGPT: One second, let me look that up.
 
 Boom, even that useless "I'm thinking" response makes the human feel good chemicals.
 But more importantly for us anti-PMs, it buys us enough time to start a slower pass.
 
-I don't work at a frontier lab so this is **all speculation**, but I imagine SST->LLM->TTS is still used for these slower passes where correctness is more important than latency.
+I don't work at a frontier lab so this is **all speculation**, but I imagine STT->LLM->TTS is still used for these slower passes where correctness is more important than latency.
 A STS model with Astra/Fable quality is absolutely ideal... but maybe not worth the investment.
 
-Either way, doesn't matter if it's STS or SST->LLM->TTS.
+Either way, doesn't matter if it's STS or STT->LLM->TTS.
 The only thing that matters is the **latency budget**.
 
 ## Why Not Both?
@@ -357,17 +359,17 @@ Otherwise MoQ would be no better than TCP/WebSocket... which is probably still b
 M8 go read my [previous blog posts](/blog/never-use-datagrams).
 
 WebRTC (and Opus) include Forward Error Correction to help mask packet loss.
-The idea is to send some parity bits for the previous audio frame.
+The idea is to stuff a crappier, lower bitrate copy of the previous audio frame into the next packet.
 
 **But only a single last packet**, not even two in a row.
 Which is fine for WebRTC because it doesn't give a shit about audio older than 30ms.
 But unfortunately for voice AI, packet loss on the internet is bursty, not random.
 
-A common "fix" is to spread parity information spread over time, so you can handle X lost packets in a row.
-All of this extra data has a real cost, and if you don't know what you're doing (and you don't), then you will **aggrevate bufferbloat**.
+A common "fix" is to spread these copies over time, so you can handle X lost packets in a row.
+All of this extra data has a real cost, and if you don't know what you're doing (and you don't), then you will **aggravate bufferbloat**.
 
 In my humble (and attractive) opinion, FEC is best for huge RTTs, like transmitting to le moon.
-In `<current year>`, we instead use CDNs is to **shrink the lossy first/last mile** which makes retransmissions **OP**.
+In `<current year>`, we instead use CDNs to **shrink the lossy first/last mile** which makes retransmissions **OP**.
 Why spread FEC over 200ms if it takes 40ms to retransmit?
 
 But if you insist, QUIC libraries can retransmit stream data as many times as they want.
@@ -423,10 +425,10 @@ Look I'm a transport and ideas guy, not an AI scientest.
 Don't flame me if this is obvious and/or impossible.
 
 The core problem with WebRTC+AI is that there's a disconnect between the model and the transport.
-While this blog focused on aligning latency... but what about aligning context?
+This blog focused on aligning latency... but what about aligning context?
 
 After all, **not all tokens have the same weight**.
-If we knew the relative importance of each token, we can use that to make informed networking decisions.
+If we knew the relative importance of each token, we could use that to make informed networking decisions.
 
 **high priority**: what capital france\
 **low priority**: is le\
@@ -458,7 +460,7 @@ We can set `max-latency` to 10 minutes and it will be transmitted **eventually a
 We **backfill that boye** only when the network has fully recovered.
 
 Why backfill via MoQ?
-Why not save it as a file an train on it later?
+Why not save it as a file and train on it later?
 
 **Vroom vroom**, the GPU is warm.  Ask the model if it did a good job guessing what the user said X seconds ago while the context is cached.
 Use it as training data.

From 57d42bf6147ae2c6445dc5afbfc1a9dfa44374e3 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Tue, 20 Oct 2026 21:21:51 -0700
Subject: [PATCH 23/33] Date the voice AI post and use the context drawing as
 its cover

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/pages/blog/webrtc-is-still-the-problem.mdx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index e2d4290..2f56fa8 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -3,8 +3,8 @@ layout: "@/layouts/global.astro"
 title: "OpenAI still has a WebRTC Problem"
 author: kixelated
 description: Stuff was added, stuff was removed, stuff was changed for no reason at all.
-cover: "/blog/update-00/globe.png"
-date: 2026-07-31
+cover: "/blog/webrtc-is-still-the-problem/context.png"
+date: 2026-10-20
 ---
 
 import SpeechToText from "@/components/voice/stt";

From 6af3f65701e2bdccda0d4b67dec9c7746f159505 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 14:03:57 -0700
Subject: [PATCH 24/33] Rework the voice AI post intro and add the huh cat

Restructure the opening around human retransmissions, and move the NetEQ,
audio retransmit, and playout-delay notes into the fix-it section.

The "Huh?" quote now holds the huh cat meme: a tiny keyed WebM that loops
muted and plays its sound on click, via a reusable meme component.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../blog/webrtc-is-still-the-problem/huh.webm | Bin 0 -> 48732 bytes
 src/components/meme.astro                     |  33 ++++++
 .../blog/webrtc-is-still-the-problem.mdx      |  96 ++++++++++++------
 3 files changed, 99 insertions(+), 30 deletions(-)
 create mode 100644 public/blog/webrtc-is-still-the-problem/huh.webm
 create mode 100644 src/components/meme.astro

diff --git a/public/blog/webrtc-is-still-the-problem/huh.webm b/public/blog/webrtc-is-still-the-problem/huh.webm
new file mode 100644
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diff --git a/src/components/meme.astro b/src/components/meme.astro
new file mode 100644
index 0000000..f223497
--- /dev/null
+++ b/src/components/meme.astro
@@ -0,0 +1,33 @@
+---
+// A tiny looping meme clip. It autoplays muted (browsers block sound until you interact), and a
+// click toggles the sound.
+interface Props {
+	src: string;
+	label: string;
+	class?: string;
+}
+
+const { src, label, class: className } = Astro.props;
+---
+
+<button type="button" class:list={["meme not-prose relative shrink-0 cursor-pointer", className]} aria-label={`${label} (play sound)`} aria-pressed="false">
+	<video src={src} autoplay muted loop playsinline class="block w-full rounded-lg"></video>
+	<span class="absolute right-1 bottom-1 rounded bg-slate-900/80 px-1 text-xs" aria-hidden="true">🔇</span>
+</button>
+
+<script>
+	for (const button of document.querySelectorAll<HTMLButtonElement>("button.meme")) {
+		const video = button.querySelector("video");
+		const badge = button.querySelector("span");
+		if (!video || !badge) continue;
+
+		button.addEventListener("click", () => {
+			video.muted = !video.muted;
+			// Restart so the sound lands on the punchline instead of mid-loop.
+			if (!video.muted) video.currentTime = 0;
+			video.play();
+			badge.textContent = video.muted ? "🔇" : "🔊";
+			button.setAttribute("aria-pressed", String(!video.muted));
+		});
+	}
+</script>
diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 2f56fa8..cb1935e 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -13,6 +13,7 @@ import Interrupt from "@/components/voice/interrupt";
 import Budget from "@/components/voice/budget";
 import VoiceDemo from "@/components/voice-demo.astro";
 import Author from "@/components/author.astro";
+import Meme from "@/components/meme.astro";
 
 # OpenAI still has a WebRTC Problem
 On a previous episode, [I flamed OpenAI for using WebRTC](/blog/webrtc-is-the-problem) and it went [viral on Hacker News](https://news.ycombinator.com/item?id=48051951).
@@ -36,7 +37,7 @@ If your AI ever replies with:
 **You fucked up**. 
 You picked WebRTC for voice AI.
 
-## The Speed of You
+## The Voyage
 You boot up your favorite application: ChatGPT™. You click on the microphone and grunt:
 > What is le capital of France?
 
@@ -48,23 +49,44 @@ WebRTC is designed for conference calls, aka real humans and real voices.
 It is hyper aggressive and will drop any late audio packets to keep latency **real-time**.
 Just like Leonardo DiCaprio, anything above 30ms is too old.
 
-<SpeechToText transport="webrtc" client:visible />
+<figure>
+	<SpeechToText transport="webrtc" client:visible />
+	<figcaption>What *is* le France?</figcaption>
+</figure>
+
+This kind of sucks for a **voice AI product**. 
+You walk out of wifi range, hit a cellular dead zone, or starlink terminal switches satellites.
+Oops, your **tokens are wasted**, or worse, **AI tries to guess what you said**.
+
+WebRTC can *usually* detect packet loss and retransmit.
+But retransmissions are disabled by default for audio, and even when enabled, the audio jitter buffer won't wait for them.
 
-**But why?**
-WebRTC *can* detect packet loss and retransmit, and in fact that's what it does for video.
-It can even retransmit audio, but it doesn't matter: the jitter buffer is so aggressive that the retransmission shows up too late and gets tossed anyway.
-That's for **product reasons**.
+**But why?** Doesn't this seem like networking 101?
 
+It's because of **us**.
+
+## The Speed of You
 We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
-Retransmitted audio packets will be delayed, either introducing latency, or a burst of audio.
-Our neurons can only fire so fast and don't want to process time shifts.
+Our neurons can only fire so fast.
 
-For the nerds in the audience, WebRTC handles this with [NetEQ](https://webrtc.googlesource.com/src/+/main/modules/audio_coding/neteq/g3doc/index.md).
-It's neat because it does change the speed of playback in response to jitter... but not packet loss.
+For a real-time conferencing product like Google Meet, latency needs to be near zero.
+Any delay is super fucking annoying, which is WebRTC does everything in its power to minimize it.
 
-This kind of sucks for a **voice AI product**. 
-You walk out of wifi range, hit a cellular dead zone, or starlink terminal switches satellites.
-Oops, your **tokens are wasted**, or worse, **AI tries to guess what you said**.
+Blocking on retransmissions will cause delays.
+It's the fatal flaw with TCP, and why WebRTC is UDP based.
+And worse yet, it will cause a rapid burst of audio on recovery.
+
+This is a **bad user experience**.
+Humans do not want to wait, then process a burst of audio at 10x speed.
+WebRTC instead primarily\* relies on **human retransmissions**.
+
+**You:** What is le ... France?
+
+**Me:** <Meme src="/blog/webrtc-is-still-the-problem/huh.webm" label="huh?" class="w-20" />
+
+**You:** I said, what is le capital of France?
+
+\* Before a WebRTC warrior flames me on LinkedIn, read the `fix it fix it fix it` section.
 
 Are we doomed to mediocrity?
 
@@ -89,16 +111,18 @@ WebRTC is designed for humans, not voice AI agents.
 These poor robots are being held back by our mediocrity.
 
 ## I Require Context
-<figure>
-	<img src="/blog/webrtc-is-still-the-problem/context.png" alt="I require context" className="w-full max-w-sm" />
-</figure>
 
 When it comes to LLMs, latency budgets get **_weird_**.
 
 Normally you would think of **latency** as the amount of time it takes for a grunt to traverse a tin can.
-However, that's not quite true for AI. 
+However, **LLMs are blocked on context**.
 
-**LLMs are blocked on context**. Here's a dumb example of context growing over time:
+<figure>
+	<img src="/blog/webrtc-is-still-the-problem/context.png" alt="I require context" className="w-full max-w-sm" />
+	<figcaption>i require context</figcaption>
+</figure>
+
+Here's a dumb example of context growing over time:
 - **1s**: What
 - **2s**: What is
 - **3s**: What is le
@@ -117,7 +141,10 @@ The AI agent can process **faster than real-time** to catch up without the end u
 So that's what Mr. MoQ does.
 No packet left behind: we keep retransmitting until the AI actually needs the audio.
 
-<SpeechToText transport="moq" client:visible />
+<figure>
+	<SpeechToText transport="moq" client:visible />
+	<figcaption>get stuffed mr kraken</figcaption>
+</figure>
 
 It's not expensive either: audio is *tiny*.
 1s of Opus @ 64Kbps is 8KB, originally sent as 50 tiny packets, but it can be retransmitted as ~6 QUIC packets.
@@ -126,7 +153,8 @@ We have **literal seconds** to retransmit **6 packets** to avoid any user impact
 And if we manage to accomplish this herculean task: **all the context arrives in time!**
 
 The model no longer has to guess.
-It no longer has to be trained on silence or loss distortion (specific to Opus) either.
+It no longer has to be trained on silence or distortion either.
+**This is a pure user experience win**.
 
 ## Not Just Mics
 Guess what? 
@@ -142,9 +170,11 @@ But in order to play back audio at the correct time with WebRTC... the agent nee
 That's right, using `sleep` in `<current year>`.
 If there's any packet loss, our TTS is lost, will never be retransmitted, tokens burned, yada yada.
 
-<TextToSpeech transport="webrtc" client:visible />
+<figure>
+	<TextToSpeech transport="webrtc" client:visible />
+	<figcaption>When the kraken attacken, there's no coming backen.</figcaption>
+</figure>
 
-When the kraken attacken, there's no coming backen.
 If only there was some way to signal when to render each audio packet.
 A stamp of sorts.
 
@@ -196,15 +226,22 @@ So that's why your hyper deluxe ChatGPT™ voice AI model, after billions invest
 **can you repeat that?**
 
 I could dump on WebRTC for days, but I want to be positive for a change.
-Here's how to fix it, **petition Google** to:
-- implement [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) for audio (it's video only).
-- implement a fully reliable jitter buffer (with retransmits).
-- render audio based on timestamps not vibes (configurable).
-- allow the jitter buffer to grow into the future (for TTS).
+**Here's how to fix it.**
+
+First off, I need to acknowledge what WebRTC *does* have:
+- [NetEQ](https://webrtc.googlesource.com/src/+/main/modules/audio_coding/neteq/g3doc/index.md) is amazing. It changes audio playback speed based on jitter, but not packet loss.
+- Audio retransmissions can now (added 2026 btw) be enabled via SDP munging ([disgusting](https://webrtchacks.com/sdp-anatomy/)), but the jitter buffer won't wait for them.
+- The [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) RTP extension is perfect... but it's video only.
+
+To fix WebRTC for voice AI, we need to **petition Google** to:
+- Implement [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) for audio.
+- Allow the jitter buffer to grow, both in the past and into the future (for TTS).
+- Render audio based on timestamps not vibes.
 - IDK some RTP extension to bump the track generation (for interruptions).
 
-And of course, petition the wider WebRTC ecosystem to do the same (ex. LiveKit, Daily).
-However, browser support is gatekept by Google until vibe coded Chrome forks take off.
+And of course, petition the wider WebRTC ecosystem to do the same.
+But crucially we need to **petition Google** for web support.
+At least until Chromium is rewritten in Rust.
 
 I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exactly what you want for voice AI... but it's for video only.
 Higher latency/quality playback has **never** been a priority.
@@ -217,7 +254,6 @@ But OpenAI has enough sway to fix WebRTC.
 One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html) (not that [WARP](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html)), which was hot on the heels of my last blog post.
 
 Keep at it Justin, or join the Dark Side with me.
-Everything is so much nicer when you can abandon [disgusting VOIP standards](https://webrtchacks.com/sdp-anatomy/).
 
 ## Enter The Protagonist
 In my humble and handsome opinion, **it's time to invest in a better transport**.

From 2ee0e465d1fdd3767dfa01d519157a3a34cfcd80 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 15:03:35 -0700
Subject: [PATCH 25/33] Add the Navi and Not Just Mics drawings to the voice AI
 post

Also includes the latest copy edits: a Gatekept section on Google owning web
support, and new captions.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../blog/webrtc-is-still-the-problem/mics.png | Bin 0 -> 76262 bytes
 .../blog/webrtc-is-still-the-problem/navi.png | Bin 0 -> 109257 bytes
 .../blog/webrtc-is-still-the-problem.mdx      | 149 +++++++++++-------
 3 files changed, 88 insertions(+), 61 deletions(-)
 create mode 100644 public/blog/webrtc-is-still-the-problem/mics.png
 create mode 100644 public/blog/webrtc-is-still-the-problem/navi.png

diff --git a/public/blog/webrtc-is-still-the-problem/mics.png b/public/blog/webrtc-is-still-the-problem/mics.png
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diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index cb1935e..6b9d9a0 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -37,7 +37,7 @@ If your AI ever replies with:
 **You fucked up**. 
 You picked WebRTC for voice AI.
 
-## The Voyage
+## The Danger that Lurks Beneath
 You boot up your favorite application: ChatGPT™. You click on the microphone and grunt:
 > What is le capital of France?
 
@@ -59,9 +59,12 @@ You walk out of wifi range, hit a cellular dead zone, or starlink terminal switc
 Oops, your **tokens are wasted**, or worse, **AI tries to guess what you said**.
 
 WebRTC can *usually* detect packet loss and retransmit.
-But retransmissions are disabled by default for audio, and even when enabled, the audio jitter buffer won't wait for them.
+But retransmissions are disabled by default for audio.
+And even when enabled, the audio jitter buffer won't wait for them.
 
-**But why?** Doesn't this seem like networking 101?
+**But why not?**
+Isn't this networking 101?
+Just send that shit again?
 
 It's because of **us**.
 
@@ -73,8 +76,8 @@ For a real-time conferencing product like Google Meet, latency needs to be near
 Any delay is super fucking annoying, which is WebRTC does everything in its power to minimize it.
 
 Blocking on retransmissions will cause delays.
-It's the fatal flaw with TCP, and why WebRTC is UDP based.
-And worse yet, it will cause a rapid burst of audio on recovery.
+It's the fatal flaw with TCP and why WebRTC is UDP based in the first place.
+And worse yet, retransmissions will cause a rapid burst of audio on recovery.
 
 This is a **bad user experience**.
 Humans do not want to wait, then process a burst of audio at 10x speed.
@@ -160,6 +163,11 @@ It no longer has to be trained on silence or distortion either.
 Guess what? 
 WebRTC doesn't just suck for STT, it also sucks for TTS.
 
+<figure>
+	<img src="/blog/webrtc-is-still-the-problem/mics.png" alt="not just mics" className="w-full max-w-sm" />
+	<figcaption>cars suck too, I'm an equal opportunity hater</figcaption>
+</figure>
+
 **Fun Fact**: WebRTC renders audio (and video) based on **when it arrives**, not when it is **supposed to be rendered**.
 Every other protocol uses timestamps, but Mr. WebRTC barely looks at them, because accuracy (and A/V sync) is a non-goal.
 
@@ -167,8 +175,7 @@ Every other protocol uses timestamps, but Mr. WebRTC barely looks at them, becau
 TTS is generated faster than real-time, stamping each packet with a future timestamp.
 But in order to play back audio at the correct time with WebRTC... the agent needs to **sleep before transmitting each packet**.
 
-That's right, using `sleep` in `<current year>`.
-If there's any packet loss, our TTS is lost, will never be retransmitted, tokens burned, yada yada.
+And if there's any packet loss, our TTS is lost, will never be retransmitted, tokens burned, yada yada.
 
 <figure>
 	<TextToSpeech transport="webrtc" client:visible />
@@ -189,7 +196,10 @@ You know, like audio that needs to be played over the speakers.
 We put a timestamp on each audio frame and use that to determine when to play it out of RAM.
 Absurd, I know.
 
-<TextToSpeech transport="moq" client:visible />
+<figure>
+	<TextToSpeech transport="moq" client:visible />
+	<figcaption>I'm fast as fuck boye</figcaption>
+</figure>
 
 It's how the Youtubes keeps playing back video even when you lose network connectivity.
 MoQ does the same thing but for voice AI.
@@ -229,31 +239,35 @@ I could dump on WebRTC for days, but I want to be positive for a change.
 **Here's how to fix it.**
 
 First off, I need to acknowledge what WebRTC *does* have:
-- [NetEQ](https://webrtc.googlesource.com/src/+/main/modules/audio_coding/neteq/g3doc/index.md) is amazing. It changes audio playback speed based on jitter, but not packet loss.
-- Audio retransmissions can now (added 2026 btw) be enabled via SDP munging ([disgusting](https://webrtchacks.com/sdp-anatomy/)), but the jitter buffer won't wait for them.
-- The [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) RTP extension is perfect... but it's video only.
+- [NetEQ](https://webrtc.googlesource.com/src/+/main/modules/audio_coding/neteq/g3doc/index.md) is amazing. It changes audio playback speed based on jitter. But not packet loss.
+- Audio retransmissions can now be enabled via SDP munging ([disgusting](https://webrtchacks.com/sdp-anatomy/)). But the NetEQ jitter buffer won't wait for them.
+- The [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) RTP extension is perfect for voice AI. But it's video only.
 
-To fix WebRTC for voice AI, we need to **petition Google** to:
+To fix WebRTC, we need to **petition Google** to:
 - Implement [playout-delay](https://webrtc.googlesource.com/src/+/main/docs/native-code/rtp-hdrext/playout-delay/README.md) for audio.
 - Allow the jitter buffer to grow, both in the past and into the future (for TTS).
 - Render audio based on timestamps not vibes.
 - IDK some RTP extension to bump the track generation (for interruptions).
 
 And of course, petition the wider WebRTC ecosystem to do the same.
-But crucially we need to **petition Google** for web support.
-At least until Chromium is rewritten in Rust.
+
+## Gatekept
+The main problem with WebRTC will remain: **Google is the gatekeeper**.
+
+Your Claude friend can't just fork `libwebrtc` and fix these issues.
+Google is required for web support, at least until [Theo spends $420k](https://www.youtube.com/watch?v=ND_kRgU_WlY) to rewrite Chromium in Rust.
 
 I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exactly what you want for voice AI... but it's for video only.
-Higher latency/quality playback has **never** been a priority.
+But higher latency/quality playback has **never** been a priority for Google, since **Google Meet is the only product that matters**.
 
-**Fun Fact**: This incomplete extension is partly why I ended up creating MoQ.
+**Fun Fact**: This is why I ended up creating MoQ.
 We tried using WebRTC at Twitch but the real-time-or-else made for a poor user experience.
 I am but a humble software engineer, and despite trying, we failed to petition Google.
 
 But OpenAI has enough sway to fix WebRTC.
 One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html) (not that [WARP](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html)), which was hot on the heels of my last blog post.
 
-Keep at it Justin, or join the Dark Side with me.
+Keep at it Justin, or **join the Dark Side with me**.
 
 ## Enter The Protagonist
 In my humble and handsome opinion, **it's time to invest in a better transport**.
@@ -280,27 +294,36 @@ Don't judge too harshly pls.
 We're not done yet.
 I wanted to shill the MoQ in the middle of the blog and use the rest...
 
-**HEY LISTEN.**
+<figure>
+	<img src="/blog/webrtc-is-still-the-problem/navi.png" alt="HEY LISTEN" className="w-full max-w-md" />
+	<figcaption>at least it's not the owl</figcaption>
+</figure>
 
-Sometimes the AI is monologuing and you need to tell it to STFU.
+Sometimes the AI is monologuing and you need to tell it to **STFU**.
 It's pretty easy to do with WebRTC because of the sleep before sending each packet.
 But with MoQ, we need some signal to tell the player to **abandon the playout buffer**.
 
-Here's the naive approach, that I most definitely did ~not~ do on my first attempt:
+Here's the naive approach without a signal:
 
-<Interrupt track="same" client:visible />
+<figure>
+	<Interrupt track="same" client:visible />
+	<figcaption>I definitely did ~not~ do this on my first implementation.</figcaption>
+</figure>
 
-My solution for this is deviously clever.
-So clever.
+My solution for this is *deviously* clever.
+**So clever**.
 
 For MoQ, we've prioritized the ability to add/remove tracks dynamically.
 Most media protocols have fixed tracks and it's a **pain in the butt**: HLS, DASH, RTMP, WebRTC, etc.
 You can't add 1080p, or switch codecs, after a broadcast is live.
 
 My super clever idea is to reuse this functionality for interruptions.
-Just make a new audio track (and remove the old one) as the STFU signal.
+Just make a new audio track (and remove the old one) as the **STFU Signal™**.
 
-<Interrupt track="new" client:visible />
+<figure>
+	<Interrupt track="new" client:visible />
+	<figcaption>home of le crepes</figcaption>
+</figure>
 
 This works on a **generic MoQ player**.
 We automatically switch tracks, using timestamps to keep synchronization.
@@ -310,11 +333,11 @@ We automatically switch tracks, using timestamps to keep synchronization.
 ## Butt-to-Butt
 > Hey stupid, your blog post is wrong. You didn't mention [speech-to-speech](https://openai.com/index/introducing-the-realtime-api/)?
 
-Oops, I didn't know speech-to-speech existed before [hip firing my last post](/blog/webrtc-is-the-problem).
-Dunning-Kruger is the only reason you guys got a blog post in the first place.
+Look, Dunning-Kruger is the only reason [the previous blog post exists](/blog/webrtc-is-the-problem).
+I didn't know speech-to-speech existed until the comment section.
 What can I say but **ur welcome**.
 
-**DISCLAIMER**: I still haven't done any research on the state of voice AI, nor has Claude.
+**DISCLAIMER**: I still haven't done any research on the state of voice AI.
 I give you full permission to tweet `@kixelated ur stupid`.
 
 The idea behind speech-to-speech is to cut out the text middleman.
@@ -328,21 +351,17 @@ Not so fast literary strawman.
 **There's a fundamental trade-off between latency and quality**.
 
 ## Latency Budgets
-The more time you have to work on something, the better the result.
-Good things take time, like Fable changing a single line in `README.md` because I forgot to change model first.
-fuck.
+**The more time you have to work on something, the better the result.**
+Good things take time, like Fable changing a single line in `README.md` because I'm too poor to pay 3.5x for ultrafast.
 
 Networks are the same. 
-The more time you have to transmit something, the better the reliability and thus quality.
+**The more time you have to transmit something, the better the quality.**
 It's why retransmits exist in the first place.
 
-**Fun Fact:** Over-the-air TV doesn't have retransmits. 
-There's no back channel, so it sends a pile of FEC and hopes for the best.
-When that's not enough, a counter in each **188 byte** packet tells you what you lost, but there's no way to get it back.
-This is unironically still [the standard for broadcast TV](https://en.wikipedia.org/wiki/MPEG_transport_stream) in `<current year>`. 
-It's also why glitchy messes (and 30s of latency) are still a thing in `<current year>`.
+Unless you're doing broadcast TV, which *still* uses [MPEG-TS](https://en.wikipedia.org/wiki/MPEG_transport_stream) and *still* results glitchy messes.
+Seriously wtf guys, TV is no longer over the air, and we don't need 188 byte packets any longer.
 
-The amount of time a user is willing to wait for something is a **product decision**.
+Anyway, the amount of time a user is willing to wait for something is a **product decision**.
 Put on your big boye pants, it's time to be a PM.
 Do users want something fast and lossy, or slow and reliable?
 
@@ -358,13 +377,13 @@ Do a low-latency STS pass for easy prompts and to generate comfort noise.
 Boom, even that useless "I'm thinking" response makes the human feel good chemicals.
 But more importantly for us anti-PMs, it buys us enough time to start a slower pass.
 
-I don't work at a frontier lab so this is **all speculation**, but I imagine STT->LLM->TTS is still used for these slower passes where correctness is more important than latency.
-A STS model with Astra/Fable quality is absolutely ideal... but maybe not worth the investment.
+I don't work at a frontier lab so this is **all speculation**, but I imagine STT->LLM->TTS is still used for these slower passes.
+A STS model with Astra/Fable quality is absolutely ideal... but probably not worth the investment.
 
 Either way, doesn't matter if it's STS or STT->LLM->TTS.
 The only thing that matters is the **latency budget**.
 
-## Why Not Both?
+## MoQ do Both
 One of the core problems we're trying to fix with MoQ is the whole "one transport per latency" issue in the industry.
 It's face-palmingly common to use different protocols based on the latency budget.
 
@@ -373,43 +392,52 @@ Fuck that noise, MoQ supports multiple latency targets:
 - **loss-less quality** for slow replies (STT->LLM->TTS).
 
 **How?**
-
 Every MoQ subscription includes how long the **subscriber is willing to wait**.
-Your real-time model can have a maximum latency of 500ms while your more accurate model might have a maximum latency of 5s.
 
+Your real-time model can have a maximum latency of 500ms while your more accurate model might have a maximum latency of 5s.
 Both get coalesced into a **single upstream subscription** which can fanout.
-We're not wasting any bandwidth; it's all about the size of the jitter buffer baybee.
 
-<Budget client:visible />
+<figure>
+	<Budget client:visible />
+	<figcaption>it's all about the size of the jitter buffer baybee</figcaption>
+</figure>
 
 And note that this is the **maximum latency**.
-MoQ flushes frames ASAP by default, but under terrible network conditions you need to eventually give up.
-Otherwise MoQ would be no better than TCP/WebSocket... which is probably still better than WebRTC.
+The latency is 0 except during terrible network conditions, and eventually we give up.
+This is the core difference between MoQ and TCP/WebSocket for Voice AI.
 
 **Your transport latency should be aligned with your product latency budget.**
 
 
 ## It's Simple: Predict the Future
+One more strawman to beat into the dirt.
+
 > Hey stupid, your blog post is wrong. WebRTC doesn't care about packet loss because it uses [FEC](https://en.wikipedia.org/wiki/Error_correction_code).
 
 M8 go read my [previous blog posts](/blog/never-use-datagrams).
+This is like my dumber one hot take.
 
 WebRTC (and Opus) include Forward Error Correction to help mask packet loss.
 The idea is to stuff a crappier, lower bitrate copy of the previous audio frame into the next packet.
 
-**But only a single last packet**, not even two in a row.
-Which is fine for WebRTC because it doesn't give a shit about audio older than 30ms.
-But unfortunately for voice AI, packet loss on the internet is bursty, not random.
+**But only a single last packet**.
+It can't even handle two lost packets in a row, let alone a full network blip.
+
+This is fine for WebRTC because it doesn't give a shit about audio older than 30ms.
+But it's not fine for voice AI or really anything on the internet.
+Packet loss due to congestion is bursty, not random.
 
 A common "fix" is to spread these copies over time, so you can handle X lost packets in a row.
+See [Opus 1.5](https://opus-codec.org/demo/opus-1.5/).
 All of this extra data has a real cost, and if you don't know what you're doing (and you don't), then you will **aggravate bufferbloat**.
 
 In my humble (and attractive) opinion, FEC is best for huge RTTs, like transmitting to le moon.
 In `<current year>`, we instead use CDNs to **shrink the lossy first/last mile** which makes retransmissions **OP**.
-Why spread FEC over 200ms if it takes 40ms to retransmit?
 
-But if you insist, QUIC libraries can retransmit stream data as many times as they want.
-Basically [RED](https://bloggeek.me/webrtcglossary/red/) but based on byte offsets, not packets.
+**Why spread FEC over 400ms if it takes 40ms to retransmit?**
+
+But if a WebRTC warrior insists, QUIC libraries can retransmit stream data as many times as they want.
+Basically [RED](https://bloggeek.me/webrtcglossary/red/) but based on byte offsets, not packets, and fully transparent to the receiver.
 
 ## More Free Ideas
 I should end the blog post here but seriously, I'm 3 weeks in and need this shit forwarded internally.
@@ -425,9 +453,7 @@ We may have gotten off on the wrong foot.
 
 I'll make it up to both of you.
 Here's some **free ideas** you could prototype with your unlimited Fable/Astro 7 tokens.
-
 Just give me `Co-Authored-By` credit on the git commits.
-Or Scion commits, whatever.
 Please I need more green squares on my Github.
 
 <figure>
@@ -435,6 +461,7 @@ Please I need more green squares on my Github.
 	<figcaption>You can spot the exact moment I started token maxxing.</figcaption>
 </figure>
 
+
 ## Decouple Compute
 I know you have obscene amounts of capital, but getting GPUs next to every single user in the world is hard.
 But getting cheap DELL servers next to every single user in the world is easy.
@@ -452,12 +479,13 @@ Which I hope you guys already do, and are big enough to justify a custom Voice A
 
 For everybody else, MoQ is generic enough to serve **more than just Voice AI**.
 Think of MoQ like a live HTTP.
+It's an [IETF standard after all](https://datatracker.ietf.org/group/moq/documents/), the same body that does that HTTP thing.
 
 In fact, my first big *customer* is using [moq.pro](https://moq.pro) to mass fanout JSON blobs.
-Literally a generic pub/sub protocol.
+Literally a generic pub/sub protocol mascurading as an A/V protocol.
 
 ## Prioritize Context
-Look I'm a transport and ideas guy, not an AI scientest.
+I'm a transport and ideas guy, not an AI scientest.
 Don't flame me if this is obvious and/or impossible.
 
 The core problem with WebRTC+AI is that there's a disconnect between the model and the transport.
@@ -471,7 +499,7 @@ If we knew the relative importance of each token, we could use that to make info
 **zero priority**: `<silence>`
 
 To implement this via MoQ, you would split the audio track into separate tracks that are encoded independently.
-The high priority track would get first dibs on available bandwidth and would have a higher max-latency.
+The high priority track would get first dibs on available bandwidth, and the subscriber would wait longer for it.
 
 But TBH the hard part is actually giving a shit.
 Audio bitrates are so low that you rarely get a chance to prioritize anyway, and it's not worth the hassle of doing a client-side tokenizer.
@@ -485,8 +513,7 @@ The other problem with dropping audio after 30ms is that it's a one-way door.
 Once a network transport decides to drop data over the network, it can't be used for *other* things.
 Now, I don't know if frontier labs store raw audio... but maybe they should.
 
-When there's network congestion and we hit the configured `max-latency`, the AI model has to guess based on incomplete data.
-
+*Eventually* the AI model has to stop waiting and guess based on incomplete data.
 Did it do a good job or bad job?
 **How can we know?**
 
@@ -506,7 +533,7 @@ IDK I'm not a scientist.
 Oh god I've spent so long on this blog post.
 Please upvote on your favorite link aggregator of choice.
 
-I'm about to **YOLO** into funding, so hit me up if you're interested in [Kixel, Corp.](https://kixel.us)
+I'm about to **YOLO** into a startup, so hit me up if you're interested in acquiring a slice of [Kixel, Corp.](https://kixel.us)
 You get a discount while I'm spiritually unemployed and easy to impress.
 
 Also hit me up if you're tired of being well paid and want to **YOLO** into a job.

From ee36b0ca5ffceaa6c20913a642ecdde8ce130099 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 15:04:25 -0700
Subject: [PATCH 26/33] Update the Not Just Mics drawing

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../blog/webrtc-is-still-the-problem/mics.png | Bin 76262 -> 78982 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/public/blog/webrtc-is-still-the-problem/mics.png b/public/blog/webrtc-is-still-the-problem/mics.png
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From 2ed3f459a32eac566b0fe194e575ffb77ccbd817 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 15:19:26 -0700
Subject: [PATCH 27/33] Mute the meme once it scrolls off screen

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/meme.astro | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/src/components/meme.astro b/src/components/meme.astro
index f223497..543f9ca 100644
--- a/src/components/meme.astro
+++ b/src/components/meme.astro
@@ -21,13 +21,20 @@ const { src, label, class: className } = Astro.props;
 		const badge = button.querySelector("span");
 		if (!video || !badge) continue;
 
+		const setMuted = (muted: boolean) => {
+			video.muted = muted;
+			badge.textContent = muted ? "🔇" : "🔊";
+			button.setAttribute("aria-pressed", String(!muted));
+		};
+
 		button.addEventListener("click", () => {
-			video.muted = !video.muted;
+			setMuted(!video.muted);
 			// Restart so the sound lands on the punchline instead of mid-loop.
 			if (!video.muted) video.currentTime = 0;
 			video.play();
-			badge.textContent = video.muted ? "🔇" : "🔊";
-			button.setAttribute("aria-pressed", String(!video.muted));
 		});
+
+		// Go quiet once it scrolls off screen, so it doesn't keep yelling from somewhere else on the page.
+		new IntersectionObserver(([entry]) => entry.isIntersecting || setMuted(true)).observe(button);
 	}
 </script>

From cc1f69428962ef119807a9ba11b3ada4064e6d8b Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 15:21:29 -0700
Subject: [PATCH 28/33] Match the voice AI drawings to the blog's green

The context, Navi, and Not Just Mics drawings used #00A663 and #2EEA4C. Every
other post's hand-drawn art uses #00BF2D, so recolor them to that, keeping
the anti-aliased edges.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../webrtc-is-still-the-problem/context.png   | Bin 210190 -> 201790 bytes
 .../blog/webrtc-is-still-the-problem/mics.png | Bin 78982 -> 79294 bytes
 .../blog/webrtc-is-still-the-problem/navi.png | Bin 109257 -> 103152 bytes
 3 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/public/blog/webrtc-is-still-the-problem/context.png b/public/blog/webrtc-is-still-the-problem/context.png
index a2ab10f19e9e205652e5f805f9d92aa326e9c975..7db5f8ba5705b4fa4aa23046ef2c988573b985e1 100644
GIT binary patch
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From c24a124999e541f42e3d8b879c89720e9ed042bb Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 15:22:01 -0700
Subject: [PATCH 29/33] Tighten the latency targets and FEC passages in the
 voice AI post

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/pages/blog/webrtc-is-still-the-problem.mdx | 17 +++++++++++------
 1 file changed, 11 insertions(+), 6 deletions(-)

diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index 6b9d9a0..b9e2d50 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -258,7 +258,7 @@ Your Claude friend can't just fork `libwebrtc` and fix these issues.
 Google is required for web support, at least until [Theo spends $420k](https://www.youtube.com/watch?v=ND_kRgU_WlY) to rewrite Chromium in Rust.
 
 I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exactly what you want for voice AI... but it's for video only.
-But higher latency/quality playback has **never** been a priority for Google, since **Google Meet is the only product that matters**.
+Higher latency/quality playback has **never** been a priority for WebRTC, since **Google Meet is the only product that matters**.
 
 **Fun Fact**: This is why I ended up creating MoQ.
 We tried using WebRTC at Twitch but the real-time-or-else made for a poor user experience.
@@ -266,7 +266,6 @@ I am but a humble software engineer, and despite trying, we failed to petition G
 
 But OpenAI has enough sway to fix WebRTC.
 One long-deserved improvement is [WARP](https://www.ietf.org/archive/id/draft-uberti-tsvwg-warp-00.html) (not that [WARP](https://www.ietf.org/archive/id/draft-lcurley-warp-04.html)), which was hot on the heels of my last blog post.
-
 Keep at it Justin, or **join the Dark Side with me**.
 
 ## Enter The Protagonist
@@ -387,7 +386,10 @@ The only thing that matters is the **latency budget**.
 One of the core problems we're trying to fix with MoQ is the whole "one transport per latency" issue in the industry.
 It's face-palmingly common to use different protocols based on the latency budget.
 
-Fuck that noise, MoQ supports multiple latency targets:
+For example, an all-hands presentation where the speakers use Zoom, while everybody else watches via HLS and can't participate.
+
+Fuck that noise, MoQ supports multiple latency targets with a single connection. 
+In the case of voice AI:
 - **real-time latency** for rapid replies (STS).
 - **loss-less quality** for slow replies (STT->LLM->TTS).
 
@@ -425,7 +427,7 @@ It can't even handle two lost packets in a row, let alone a full network blip.
 
 This is fine for WebRTC because it doesn't give a shit about audio older than 30ms.
 But it's not fine for voice AI or really anything on the internet.
-Packet loss due to congestion is bursty, not random.
+**Packet loss due to congestion is bursty, not random.**
 
 A common "fix" is to spread these copies over time, so you can handle X lost packets in a row.
 See [Opus 1.5](https://opus-codec.org/demo/opus-1.5/).
@@ -433,11 +435,11 @@ All of this extra data has a real cost, and if you don't know what you're doing
 
 In my humble (and attractive) opinion, FEC is best for huge RTTs, like transmitting to le moon.
 In `<current year>`, we instead use CDNs to **shrink the lossy first/last mile** which makes retransmissions **OP**.
-
-**Why spread FEC over 400ms if it takes 40ms to retransmit?**
+Why send more bytes spread over 400ms, instead of retransmitting in 40ms?
 
 But if a WebRTC warrior insists, QUIC libraries can retransmit stream data as many times as they want.
 Basically [RED](https://bloggeek.me/webrtcglossary/red/) but based on byte offsets, not packets, and fully transparent to the receiver.
+That's a **free idea** btw.
 
 ## More Free Ideas
 I should end the blog post here but seriously, I'm 3 weeks in and need this shit forwarded internally.
@@ -454,6 +456,8 @@ We may have gotten off on the wrong foot.
 I'll make it up to both of you.
 Here's some **free ideas** you could prototype with your unlimited Fable/Astro 7 tokens.
 Just give me `Co-Authored-By` credit on the git commits.
+Or Scion, I don't care.
+
 Please I need more green squares on my Github.
 
 <figure>
@@ -462,6 +466,7 @@ Please I need more green squares on my Github.
 </figure>
 
 
+
 ## Decouple Compute
 I know you have obscene amounts of capital, but getting GPUs next to every single user in the world is hard.
 But getting cheap DELL servers next to every single user in the world is easy.

From 2b1e675603b54eabe1b7fb7a93c7d2215d7012a8 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 15:24:10 -0700
Subject: [PATCH 30/33] Order the author socials by importance

Email, Discord, LinkedIn, X, then Bluesky.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/socials.ts | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/socials.ts b/src/socials.ts
index 94ddb98..a1c4763 100644
--- a/src/socials.ts
+++ b/src/socials.ts
@@ -1,9 +1,10 @@
 // Wherever you can find me. Rendered in the <Author /> sign-off at the bottom
 // of each post (and the homepage). The icons in public/icons/social/ are hand-drawn.
+// Ordered by how much I'd like you to use them.
 export const socials = [
 	{ name: "Email", icon: "email", href: "mailto:me@kixel.me" },
+	{ name: "Discord", icon: "discord", href: "https://discord.moq.dev" },
+	{ name: "LinkedIn", icon: "linkedin", href: "https://www.linkedin.com/in/luke-curley-635a457/" },
 	{ name: "X", icon: "x", href: "https://x.com/kixelated" },
 	{ name: "Bluesky", icon: "bluesky", href: "https://bsky.app/profile/kixel.me" },
-	{ name: "LinkedIn", icon: "linkedin", href: "https://www.linkedin.com/in/luke-curley-635a457/" },
-	{ name: "Discord", icon: "discord", href: "https://discord.moq.dev" },
 ];

From f11d3bded1cff03d139374199ebfaec719ac5bf4 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 15:32:29 -0700
Subject: [PATCH 31/33] Final review fixes for the voice AI post

- Write a real description and date it today.
- Fix missing words ("why", "results in") and "masquerading".
- WebRTC only syncs A/V by milliseconds, not by the 500ms you'd need.
- "filler noise" instead of the VoIP term "comfort noise".
- Link both the datagrams and FEC posts.
- Say playout-delay is video only once instead of twice.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../blog/webrtc-is-still-the-problem.mdx      | 21 ++++++++++---------
 1 file changed, 11 insertions(+), 10 deletions(-)

diff --git a/src/pages/blog/webrtc-is-still-the-problem.mdx b/src/pages/blog/webrtc-is-still-the-problem.mdx
index b9e2d50..93e5f88 100644
--- a/src/pages/blog/webrtc-is-still-the-problem.mdx
+++ b/src/pages/blog/webrtc-is-still-the-problem.mdx
@@ -2,9 +2,9 @@
 layout: "@/layouts/global.astro"
 title: "OpenAI still has a WebRTC Problem"
 author: kixelated
-description: Stuff was added, stuff was removed, stuff was changed for no reason at all.
+description: Your voice AI keeps asking "can you repeat that?" because WebRTC throws away your words. MoQ doesn't.
 cover: "/blog/webrtc-is-still-the-problem/context.png"
-date: 2026-10-20
+date: 2026-10-21
 ---
 
 import SpeechToText from "@/components/voice/stt";
@@ -73,7 +73,7 @@ We flesh bags consume/produce audio in "real-time", aka a **human clock rate**.
 Our neurons can only fire so fast.
 
 For a real-time conferencing product like Google Meet, latency needs to be near zero.
-Any delay is super fucking annoying, which is WebRTC does everything in its power to minimize it.
+Any delay is super fucking annoying, which is why WebRTC does everything in its power to minimize it.
 
 Blocking on retransmissions will cause delays.
 It's the fatal flaw with TCP and why WebRTC is UDP based in the first place.
@@ -135,7 +135,7 @@ Here's a dumb example of context growing over time:
 
 If an LLM tries to answer my prompt **before** getting the full context, shit will suck.
 **France is le gatekeeper**, and everything before it is effectively a prerequisite.
-In this example, what matters is the **latency of last packet**.
+In this example, what matters is the **latency of the last packet**.
 
 Those poor packets that were attacken by the kraken?
 WebRTC actually had **seconds to retransmit** with no latency penalty.
@@ -169,7 +169,8 @@ WebRTC doesn't just suck for STT, it also sucks for TTS.
 </figure>
 
 **Fun Fact**: WebRTC renders audio (and video) based on **when it arrives**, not when it is **supposed to be rendered**.
-Every other protocol uses timestamps, but Mr. WebRTC barely looks at them, because accuracy (and A/V sync) is a non-goal.
+Every other protocol uses timestamps, but Mr. WebRTC barely looks at them, because accuracy is a non-goal.
+Sure, it'll nudge audio and video into sync by a few milliseconds, but good luck sending the video 500ms after the audio.
 
 **This is a huge problem for voice AI**.
 TTS is generated faster than real-time, stamping each packet with a future timestamp.
@@ -257,7 +258,7 @@ The main problem with WebRTC will remain: **Google is the gatekeeper**.
 Your Claude friend can't just fork `libwebrtc` and fix these issues.
 Google is required for web support, at least until [Theo spends $420k](https://www.youtube.com/watch?v=ND_kRgU_WlY) to rewrite Chromium in Rust.
 
-I think it's amazing that an extension merged [10 years ago](https://codereview.webrtc.org/2007743003) is exactly what you want for voice AI... but it's for video only.
+I think it's amazing that playout-delay was merged [10 years ago](https://codereview.webrtc.org/2007743003) and audio *still* doesn't have it.
 Higher latency/quality playback has **never** been a priority for WebRTC, since **Google Meet is the only product that matters**.
 
 **Fun Fact**: This is why I ended up creating MoQ.
@@ -357,7 +358,7 @@ Networks are the same.
 **The more time you have to transmit something, the better the quality.**
 It's why retransmits exist in the first place.
 
-Unless you're doing broadcast TV, which *still* uses [MPEG-TS](https://en.wikipedia.org/wiki/MPEG_transport_stream) and *still* results glitchy messes.
+Unless you're doing broadcast TV, which *still* uses [MPEG-TS](https://en.wikipedia.org/wiki/MPEG_transport_stream) and *still* results in glitchy messes.
 Seriously wtf guys, TV is no longer over the air, and we don't need 188 byte packets any longer.
 
 Anyway, the amount of time a user is willing to wait for something is a **product decision**.
@@ -367,7 +368,7 @@ Do users want something fast and lossy, or slow and reliable?
 **Why not both**?
 
 That's the idea behind speech-to-speech.
-Do a low-latency STS pass for easy prompts and to generate comfort noise.
+Do a low-latency STS pass for easy prompts and to generate filler noise.
 
 > Human: What is le capital of France?
 
@@ -416,7 +417,7 @@ One more strawman to beat into the dirt.
 
 > Hey stupid, your blog post is wrong. WebRTC doesn't care about packet loss because it uses [FEC](https://en.wikipedia.org/wiki/Error_correction_code).
 
-M8 go read my [previous blog posts](/blog/never-use-datagrams).
+M8 go read my previous blog posts: [never use datagrams](/blog/never-use-datagrams) and [forward error correction](/blog/forward-error-correction).
 This is like my dumber one hot take.
 
 WebRTC (and Opus) include Forward Error Correction to help mask packet loss.
@@ -487,7 +488,7 @@ Think of MoQ like a live HTTP.
 It's an [IETF standard after all](https://datatracker.ietf.org/group/moq/documents/), the same body that does that HTTP thing.
 
 In fact, my first big *customer* is using [moq.pro](https://moq.pro) to mass fanout JSON blobs.
-Literally a generic pub/sub protocol mascurading as an A/V protocol.
+Literally a generic pub/sub protocol masquerading as an A/V protocol.
 
 ## Prioritize Context
 I'm a transport and ideas guy, not an AI scientest.

From a1ba648945f698c1abb1b344d532f1f8ab315b23 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 15:38:45 -0700
Subject: [PATCH 32/33] Move the author socials reorder to its own PR

It changes the homepage and every post, so it lands separately in #183.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/socials.ts | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/src/socials.ts b/src/socials.ts
index a1c4763..94ddb98 100644
--- a/src/socials.ts
+++ b/src/socials.ts
@@ -1,10 +1,9 @@
 // Wherever you can find me. Rendered in the <Author /> sign-off at the bottom
 // of each post (and the homepage). The icons in public/icons/social/ are hand-drawn.
-// Ordered by how much I'd like you to use them.
 export const socials = [
 	{ name: "Email", icon: "email", href: "mailto:me@kixel.me" },
-	{ name: "Discord", icon: "discord", href: "https://discord.moq.dev" },
-	{ name: "LinkedIn", icon: "linkedin", href: "https://www.linkedin.com/in/luke-curley-635a457/" },
 	{ name: "X", icon: "x", href: "https://x.com/kixelated" },
 	{ name: "Bluesky", icon: "bluesky", href: "https://bsky.app/profile/kixel.me" },
+	{ name: "LinkedIn", icon: "linkedin", href: "https://www.linkedin.com/in/luke-curley-635a457/" },
+	{ name: "Discord", icon: "discord", href: "https://discord.moq.dev" },
 ];

From b6051ef344c0f1f7ee9a4bc88da4aaa4378a3e24 Mon Sep 17 00:00:00 2001
From: Luke Curley <kixelated@gmail.com>
Date: Wed, 21 Oct 2026 15:42:24 -0700
Subject: [PATCH 33/33] Hold the meme still for reduced motion

With prefers-reduced-motion, the clip no longer autoplays. It shows its first
frame and plays only while the sound is on, so the click that unmutes it is
also the play/stop control.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 src/components/meme.astro | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/src/components/meme.astro b/src/components/meme.astro
index 543f9ca..4d30f87 100644
--- a/src/components/meme.astro
+++ b/src/components/meme.astro
@@ -1,6 +1,6 @@
 ---
 // A tiny looping meme clip. It autoplays muted (browsers block sound until you interact), and a
-// click toggles the sound.
+// click toggles the sound. With reduced motion it holds still and only plays while the sound is on.
 interface Props {
 	src: string;
 	label: string;
@@ -11,7 +11,7 @@ const { src, label, class: className } = Astro.props;
 ---
 
 <button type="button" class:list={["meme not-prose relative shrink-0 cursor-pointer", className]} aria-label={`${label} (play sound)`} aria-pressed="false">
-	<video src={src} autoplay muted loop playsinline class="block w-full rounded-lg"></video>
+	<video src={src} muted loop playsinline preload="auto" class="block w-full rounded-lg"></video>
 	<span class="absolute right-1 bottom-1 rounded bg-slate-900/80 px-1 text-xs" aria-hidden="true">🔇</span>
 </button>
 
@@ -21,16 +21,23 @@ const { src, label, class: className } = Astro.props;
 		const badge = button.querySelector("span");
 		if (!video || !badge) continue;
 
+		// Read on use, so a mid-visit change applies.
+		const still = () => matchMedia("(prefers-reduced-motion: reduce)").matches;
+
 		const setMuted = (muted: boolean) => {
 			video.muted = muted;
 			badge.textContent = muted ? "🔇" : "🔊";
 			button.setAttribute("aria-pressed", String(!muted));
+			if (muted && still()) video.pause();
 		};
 
+		if (!still()) video.play();
+
 		button.addEventListener("click", () => {
 			setMuted(!video.muted);
+			if (video.muted) return;
 			// Restart so the sound lands on the punchline instead of mid-loop.
-			if (!video.muted) video.currentTime = 0;
+			video.currentTime = 0;
 			video.play();
 		});