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Fix static deep links for ApexSignal main 7dfee05
Browse filesRe-exported GitHub main commit 7dfee05ec2fc49df89429bace6a09d06313e3967 with static-host-compatible trailing-slash routes so /technical/, /login/, /dashboard/, and /technical/system-design-workflow/ load directly and on refresh.
- 404.html +1 -1
- 404/index.html +1 -0
- __next.__PAGE__.txt +1 -1
- __next._full.txt +2 -2
- __next._tree.txt +1 -1
- _next/static/chunks/{32ca4mb4vn2n7.js → 09acbkyiffhmk.js} +0 -0
- _next/static/chunks/{turbopack-1vfnaba124l2l.js → turbopack-42u0ebbwz0w9w.js} +1 -1
- _next/static/{G6_i6mqiFUpwQsVbU84cy → llMeKx2KbwClHYKGrlJ9T}/_buildManifest.js +0 -0
- _next/static/{G6_i6mqiFUpwQsVbU84cy → llMeKx2KbwClHYKGrlJ9T}/_clientMiddlewareManifest.js +0 -0
- _next/static/{G6_i6mqiFUpwQsVbU84cy → llMeKx2KbwClHYKGrlJ9T}/_ssgManifest.js +0 -0
- _not-found.html +0 -1
- _not-found/__next._full.txt +2 -2
- _not-found/__next._not-found/__PAGE__.txt +1 -1
- _not-found/__next._tree.txt +1 -1
- _not-found/index.html +1 -0
- _not-found/index.txt +18 -0
- dashboard.html +0 -1
- dashboard.txt +0 -23
- dashboard/__next._full.txt +2 -2
- dashboard/__next._tree.txt +1 -1
- dashboard/__next.dashboard/__PAGE__.txt +1 -1
- dashboard/index.html +1 -0
- _not-found.txt → dashboard/index.txt +17 -12
- index.html +0 -0
- index.txt +2 -2
- login.html +0 -1
- login/__next._full.txt +2 -2
- login/__next._tree.txt +1 -1
- login/__next.login/__PAGE__.txt +1 -1
- login/index.html +1 -0
- login.txt → login/index.txt +2 -2
- sitemap.xml +1 -1
- technical.html +0 -1
- technical/__next._full.txt +2 -2
- technical/__next._tree.txt +1 -1
- technical/__next.technical/__PAGE__.txt +2 -2
- technical/index.html +1 -0
- technical.txt → technical/index.txt +2 -2
- technical/system-design-workflow.html +0 -1
- technical/system-design-workflow/__next._full.txt +2 -2
- technical/system-design-workflow/__next._tree.txt +1 -1
- technical/system-design-workflow/__next.technical/system-design-workflow/__PAGE__.txt +2 -2
- technical/system-design-workflow/index.html +1 -0
- technical/{system-design-workflow.txt → system-design-workflow/index.txt} +2 -2
404.html
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<!DOCTYPE html><html lang="en" class="jetbrains_mono_68d574a-module__ggYvfa__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="/_next/static/chunks/0-9w4s7c6xtvk.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/310vm2bl3xxpt.js"/><script src="/_next/static/chunks/2mmpezlrfmbu5.js" async=""></script><script src="/_next/static/chunks/3e4keds9ktjdu.js" async=""></script><script src="/_next/static/chunks/
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<!DOCTYPE html><html lang="en" class="jetbrains_mono_68d574a-module__ggYvfa__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="/_next/static/chunks/0-9w4s7c6xtvk.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/310vm2bl3xxpt.js"/><script src="/_next/static/chunks/2mmpezlrfmbu5.js" async=""></script><script src="/_next/static/chunks/3e4keds9ktjdu.js" async=""></script><script src="/_next/static/chunks/09acbkyiffhmk.js" async=""></script><script src="/_next/static/chunks/turbopack-42u0ebbwz0w9w.js" async=""></script><script src="/_next/static/chunks/3fntmmi971322.js" async="" crossorigin=""></script><script src="/_next/static/chunks/0o30atouitu-3.js" async="" crossorigin=""></script><script src="/_next/static/chunks/22i43cg4l4-dq.js" async="" crossorigin=""></script><meta name="robots" content="noindex"/><title>ApexSignal — Pit-Wall Incident Inspector</title><meta name="description" content="Evidence-driven incident memory for the F1 pit wall: race radio, driver tone, and telemetry baseline in one screen."/><meta property="og:title" content="ApexSignal — The Silent Co-Driver"/><meta property="og:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><meta property="og:url" content="https://apex-signal-sigma.vercel.app/"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary"/><meta name="twitter:title" content="ApexSignal — The Silent Co-Driver"/><meta name="twitter:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><link rel="icon" href="/icon.svg?icon.1fi2ifkq8n3ga.svg" sizes="any" type="image/svg+xml"/><meta name="next-size-adjust" content=""/><script src="/_next/static/chunks/0cz1d0mv5g_q7.js" noModule=""></script></head><body><div hidden=""><!--$--><!--/$--></div><main class="flex min-h-screen flex-col items-center justify-center gap-4 bg-bg px-6 text-center"><p class="label-red">404</p><h1 class="text-xl font-medium uppercase tracking-[0.03em] text-ink">No incident at this address</h1><p class="max-w-md text-[12.5px] leading-relaxed text-dim">This route is not part of the ApexSignal pit-wall replay. Head back to the incident inspector.</p><a class="mt-2 border border-rule px-4 py-2 text-[11px] uppercase tracking-[0.14em] text-ink transition-colors hover:border-red hover:text-red" href="/">Back to pit wall</a></main><!--$--><!--/$--><script src="/_next/static/chunks/310vm2bl3xxpt.js" id="_R_" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,"1:\"$Sreact.fragment\"\n2:I[39756,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n3:I[58298,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/0o30atouitu-3.js\"],\"default\"]\n4:I[37457,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n5:I[22016,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/22i43cg4l4-dq.js\"],\"\"]\n6:I[97367,[\"/_next/static/chunks/3fntmmi971322.js\"],\"OutletBoundary\"]\n7:\"$Sreact.suspense\"\na:I[97367,[\"/_next/static/chunks/3fntmmi971322.js\"],\"ViewportBoundary\"]\nc:I[97367,[\"/_next/static/chunks/3fntmmi971322.js\"],\"MetadataBoundary\"]\ne:I[68027,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\",1]\n:HL[\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"style\"]\n9:X\n0:{\"P\":null,\"c\":[\"\",\"_not-found\",\"\"],\"q\":\"\",\"i\":false,\"f\":[[[\"\",{\"children\":[\"/_not-found\",{\"children\":[\"__PAGE__\",{},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4624],[[\"$\",\"$1\",\"c\",{\"children\":[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/3fntmmi971322.js\",\"async\":true,\"nonce\":\"$undefined\"}]],[\"$\",\"html\",null,{\"lang\":\"en\",\"className\":\"jetbrains_mono_68d574a-module__ggYvfa__variable\",\"children\":[\"$\",\"body\",null,{\"children\":[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$3\",\"errorStyles\":[],\"errorScripts\":[[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/0o30atouitu-3.js\",\"async\":true}]],\"template\":[\"$\",\"$L4\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"main\",null,{\"className\":\"flex min-h-screen flex-col items-center justify-center gap-4 bg-bg px-6 text-center\",\"children\":[[\"$\",\"p\",null,{\"className\":\"label-red\",\"children\":\"404\"}],[\"$\",\"h1\",null,{\"className\":\"text-xl font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"No incident at this address\"}],[\"$\",\"p\",null,{\"className\":\"max-w-md text-[12.5px] leading-relaxed text-dim\",\"children\":\"This route is not part of the ApexSignal pit-wall replay. 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404/index.html
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<!DOCTYPE html><html lang="en" class="jetbrains_mono_68d574a-module__ggYvfa__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="/_next/static/chunks/0-9w4s7c6xtvk.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/310vm2bl3xxpt.js"/><script src="/_next/static/chunks/2mmpezlrfmbu5.js" async=""></script><script src="/_next/static/chunks/3e4keds9ktjdu.js" async=""></script><script src="/_next/static/chunks/09acbkyiffhmk.js" async=""></script><script src="/_next/static/chunks/turbopack-42u0ebbwz0w9w.js" async=""></script><script src="/_next/static/chunks/3fntmmi971322.js" async="" crossorigin=""></script><script src="/_next/static/chunks/0o30atouitu-3.js" async="" crossorigin=""></script><script src="/_next/static/chunks/22i43cg4l4-dq.js" async="" crossorigin=""></script><meta name="robots" content="noindex"/><title>ApexSignal — Pit-Wall Incident Inspector</title><meta name="description" content="Evidence-driven incident memory for the F1 pit wall: race radio, driver tone, and telemetry baseline in one screen."/><meta property="og:title" content="ApexSignal — The Silent Co-Driver"/><meta property="og:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><meta property="og:url" content="https://apex-signal-sigma.vercel.app/"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary"/><meta name="twitter:title" content="ApexSignal — The Silent Co-Driver"/><meta name="twitter:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><link rel="icon" href="/icon.svg?icon.1fi2ifkq8n3ga.svg" sizes="any" type="image/svg+xml"/><meta name="next-size-adjust" content=""/><script src="/_next/static/chunks/0cz1d0mv5g_q7.js" noModule=""></script></head><body><div hidden=""><!--$--><!--/$--></div><main class="flex min-h-screen flex-col items-center justify-center gap-4 bg-bg px-6 text-center"><p class="label-red">404</p><h1 class="text-xl font-medium uppercase tracking-[0.03em] text-ink">No incident at this address</h1><p class="max-w-md text-[12.5px] leading-relaxed text-dim">This route is not part of the ApexSignal pit-wall replay. Head back to the incident inspector.</p><a class="mt-2 border border-rule px-4 py-2 text-[11px] uppercase tracking-[0.14em] text-ink transition-colors hover:border-red hover:text-red" href="/">Back to pit wall</a></main><!--$--><!--/$--><script src="/_next/static/chunks/310vm2bl3xxpt.js" id="_R_" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,"1:\"$Sreact.fragment\"\n2:I[39756,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n3:I[58298,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/0o30atouitu-3.js\"],\"default\"]\n4:I[37457,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n5:I[22016,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/22i43cg4l4-dq.js\"],\"\"]\n6:I[97367,[\"/_next/static/chunks/3fntmmi971322.js\"],\"OutletBoundary\"]\n7:\"$Sreact.suspense\"\na:I[97367,[\"/_next/static/chunks/3fntmmi971322.js\"],\"ViewportBoundary\"]\nc:I[97367,[\"/_next/static/chunks/3fntmmi971322.js\"],\"MetadataBoundary\"]\ne:I[68027,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\",1]\n:HL[\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"style\"]\n9:X\n0:{\"P\":null,\"c\":[\"\",\"_not-found\",\"\"],\"q\":\"\",\"i\":false,\"f\":[[[\"\",{\"children\":[\"/_not-found\",{\"children\":[\"__PAGE__\",{},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4624],[[\"$\",\"$1\",\"c\",{\"children\":[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/3fntmmi971322.js\",\"async\":true,\"nonce\":\"$undefined\"}]],[\"$\",\"html\",null,{\"lang\":\"en\",\"className\":\"jetbrains_mono_68d574a-module__ggYvfa__variable\",\"children\":[\"$\",\"body\",null,{\"children\":[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$3\",\"errorStyles\":[],\"errorScripts\":[[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/0o30atouitu-3.js\",\"async\":true}]],\"template\":[\"$\",\"$L4\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"main\",null,{\"className\":\"flex min-h-screen flex-col items-center justify-center gap-4 bg-bg px-6 text-center\",\"children\":[[\"$\",\"p\",null,{\"className\":\"label-red\",\"children\":\"404\"}],[\"$\",\"h1\",null,{\"className\":\"text-xl font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"No incident at this address\"}],[\"$\",\"p\",null,{\"className\":\"max-w-md text-[12.5px] leading-relaxed text-dim\",\"children\":\"This route is not part of the ApexSignal pit-wall replay. 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<!DOCTYPE html><html lang="en" class="jetbrains_mono_68d574a-module__ggYvfa__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/media/051742360c26797e-s.p.1bkzbscqrt8rl.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/_next/static/chunks/0-9w4s7c6xtvk.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/310vm2bl3xxpt.js"/><script src="/_next/static/chunks/2mmpezlrfmbu5.js" async=""></script><script src="/_next/static/chunks/3e4keds9ktjdu.js" async=""></script><script src="/_next/static/chunks/09acbkyiffhmk.js" async=""></script><script src="/_next/static/chunks/turbopack-42u0ebbwz0w9w.js" async=""></script><script src="/_next/static/chunks/3fntmmi971322.js" async="" crossorigin=""></script><script src="/_next/static/chunks/0o30atouitu-3.js" async="" crossorigin=""></script><script src="/_next/static/chunks/22i43cg4l4-dq.js" async="" crossorigin=""></script><script src="/_next/static/chunks/0k-4txiy6fzw4.js" async="" crossorigin=""></script><title>ApexSignal — Pit-Wall Incident Inspector</title><meta name="description" content="Evidence-driven incident memory for the F1 pit wall: race radio, driver tone, and telemetry baseline in one screen."/><meta property="og:title" content="ApexSignal — The Silent Co-Driver"/><meta property="og:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><meta property="og:url" content="https://apex-signal-sigma.vercel.app/"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary"/><meta name="twitter:title" content="ApexSignal — The Silent Co-Driver"/><meta name="twitter:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><link rel="icon" href="/icon.svg?icon.1fi2ifkq8n3ga.svg" sizes="any" type="image/svg+xml"/><meta name="next-size-adjust" content=""/><script src="/_next/static/chunks/0cz1d0mv5g_q7.js" noModule=""></script></head><body><div hidden=""><!--$--><!--/$--></div><main class="flex min-h-screen items-center justify-center bg-bg px-6" style="background-image:radial-gradient(circle at 1px 1px, rgba(240,240,240,0.06) 1px, transparent 0);background-size:34px 34px"><div class="w-full max-w-sm border border-rule bg-bg2/80 p-8 backdrop-blur"><p class="mb-1 text-center text-[10px] uppercase tracking-[0.2em] text-red"><span class="mr-1">▌</span>ApexSignal</p><h1 class="mb-1 text-center text-lg font-medium uppercase tracking-[0.03em] text-ink">Pit Wall Access</h1><p class="mb-8 text-center text-[11px] text-dim">Race Engineer Console · REFERENCE_REPLAY_2026</p><form class="flex flex-col gap-4"><label class="flex flex-col gap-1.5"><span class="text-[9px] uppercase tracking-[0.16em] text-dim">Engineer ID</span><input type="text" required="" placeholder="engineer@podiumfinish.team" class="border border-rule bg-bg px-3 py-2.5 text-[13px] text-ink outline-none transition focus:border-red/50" value=""/></label><label class="flex flex-col gap-1.5"><span class="text-[9px] uppercase tracking-[0.16em] text-dim">Access code</span><input type="password" required="" placeholder="••••••••••" class="border border-rule bg-bg px-3 py-2.5 text-[13px] text-ink outline-none transition focus:border-red/50" value=""/></label><button type="submit" class="mt-2 border border-red bg-red px-4 py-2.5 text-[11px] uppercase tracking-[0.14em] text-ink transition hover:bg-red-bright disabled:opacity-60">Sign In to Console</button></form><p class="mt-6 border-t border-rule pt-4 text-center text-[9.5px] leading-relaxed text-dim">Demo console — any credentials proceed. 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<!DOCTYPE html><html lang="en" class="jetbrains_mono_68d574a-module__ggYvfa__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/media/051742360c26797e-s.p.1bkzbscqrt8rl.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/_next/static/chunks/0-9w4s7c6xtvk.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/310vm2bl3xxpt.js"/><script src="/_next/static/chunks/2mmpezlrfmbu5.js" async=""></script><script src="/_next/static/chunks/3e4keds9ktjdu.js" async=""></script><script src="/_next/static/chunks/32ca4mb4vn2n7.js" async=""></script><script src="/_next/static/chunks/turbopack-1vfnaba124l2l.js" async=""></script><script src="/_next/static/chunks/3fntmmi971322.js" async="" crossorigin=""></script><script src="/_next/static/chunks/0o30atouitu-3.js" async="" crossorigin=""></script><script src="/_next/static/chunks/2p594__5egvvs.js" async="" crossorigin=""></script><title>ApexSignal — Technical Walkthrough</title><meta name="description" content="How ApexSignal actually works: the pipeline stage by stage, the models, the thresholds, and where each lives in the codebase."/><meta property="og:title" content="ApexSignal — The Silent Co-Driver"/><meta property="og:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><meta property="og:url" content="https://apex-signal-sigma.vercel.app"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary"/><meta name="twitter:title" content="ApexSignal — The Silent Co-Driver"/><meta name="twitter:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><link rel="icon" href="/icon.svg?icon.1fi2ifkq8n3ga.svg" sizes="any" type="image/svg+xml"/><meta name="next-size-adjust" content=""/><script src="/_next/static/chunks/0cz1d0mv5g_q7.js" noModule=""></script></head><body><div hidden=""><!--$--><!--/$--></div><main class="min-h-screen bg-bg pb-24 pt-20"><header class="fixed inset-x-0 top-0 z-50 flex items-center justify-between border-b border-rule bg-bg/92 px-6 py-3.5 text-[10.5px] uppercase tracking-[0.16em] backdrop-blur"><a href="#hero" class="font-semibold text-ink"><span class="mr-1 text-red">▌</span>ApexSignal</a><nav class="hidden items-center gap-5 md:flex"><a href="#pipeline" class="text-dim transition hover:text-red">how it works</a><a href="#live-pipeline" class="text-dim transition hover:text-red">live pipeline</a><a href="#live" class="text-dim transition hover:text-red">inspector</a><a href="#evidence" class="text-dim transition hover:text-red">evidence</a><a href="#human-loop" class="text-dim transition hover:text-red">human-in-the-loop</a><a class="border border-teal/50 bg-teal/5 px-2.5 py-1 text-teal transition hover:bg-teal hover:text-bg" href="/technical">technical walkthrough</a><div class="relative"><button type="button" aria-expanded="false" class="flex items-center gap-1 transition text-dim hover:text-red">more<svg width="8" height="8" viewBox="0 0 10 6" fill="none" class="transition-transform "><path d="M1 1L5 5L9 1" stroke="currentColor" stroke-width="1.5"></path></svg></button></div><a href="https://github.com/Deltasthicc/ApexSignal" target="_blank" rel="noreferrer" class="border border-rule px-2.5 py-1 text-dim transition hover:border-red/50 hover:text-red">github</a><a class="border border-gold/50 bg-gold/5 px-2.5 py-1 text-gold transition hover:bg-gold hover:text-bg" href="/login">engineer console</a></nav><div class="flex items-center gap-2 md:hidden"><a class="border border-teal/50 bg-teal/5 px-2.5 py-1.5 text-teal transition hover:bg-teal hover:text-bg" href="/technical">Tech</a><a class="border border-gold/50 px-3 py-1.5 text-gold transition hover:bg-gold hover:text-bg" href="/login">Console</a></div></header><div class="mx-auto max-w-7xl px-6 pt-10"><p class="label-red mb-2">For judges & reviewers</p><h1 class="mb-3 text-2xl font-medium uppercase tracking-[0.03em] text-ink">How this actually works</h1><p class="mb-8 max-w-2xl text-[12.5px] leading-relaxed text-dim">No login required. This is the same technical breakdown the team uses to answer engineering questions — what happens at each stage, which model or piece of code does it, and which numbers are measured rather than guessed.</p><div class="flex flex-col gap-6"><div class="border border-rule bg-bg p-6"><p class="mb-1 text-[9px] uppercase tracking-[0.16em] text-red">Full Architecture</p><h3 class="mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink">Radio in, evidence out — in depth</h3><p class="mb-6 max-w-2xl text-[11.5px] leading-relaxed text-dim">Not just STT. Four separate hackathon-brainstorm concepts —<!-- --> <span class="text-ink">memory</span>,<!-- --> <span class="text-ink">meaning</span>,<!-- --> <span class="text-ink">evidence</span>, and<!-- --> <span class="text-ink">restraint</span> — merged into one pipeline instead of shipping as four disconnected demos.</p><div class="relative flex flex-col gap-0"><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">01</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">A radio call comes in</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">“Rear is moving again when I get back on throttle.” Raw audio, nothing structured yet.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">02</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">Speech becomes text</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">faster-whisper ASR transcribes the call. This alone is what most teams building this brief will ship.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">03</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">The voice is scored for tone</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Calm, elevated/stressed, or fatigued, with a confidence number.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">This is the bare-minimum output the hackathon brief actually required. Everything below is where the real product starts.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">04</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">The complaint is sorted, not diagnosed</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">One of 5 fixed categories — rear grip, front/braking, tyre wear, visibility/track, other mechanical. Never a fabricated diagnosis, just “this is the kind of thing being reported.”</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">FEEL2PHYSICS concept: free-form driver language mapped to a frozen, defensible taxonomy — not reduced to a sentiment score, not invented on the fly.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">05</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">Checked against the driver's own baseline</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Not “how a car should behave” in the abstract — this specific driver, this specific session, this specific corner, against their own last 5 laps.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">The single biggest differentiator from a generic anomaly detector: no population average, no invented “correct” driving model. A scrappy driver isn't flagged for being themselves.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">06</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">Memory kicks in</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Past incidents are searched for anything that sounds similar and looks similar in telemetry. Two separate scores — sounds alike, looks alike — never mashed into one fake number.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">ECHO LAP concept: nothing is judged in isolation. Every new report is checked against everything reported before — real semantic retrieval + real telemetry fingerprinting, gated together, not blended.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">07</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">Lead time gets measured</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Literally: how many seconds passed between the driver's warning and the moment the car's data actually got worse. Reported as null, honestly, when the data doesn't support a number — never forced.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">The actual product thesis: the driver is a sensor arriving before the graph does. This number is what proves that, per incident, with real seconds — not a claim, a measurement.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">08</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">One incident card, not four tabs</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Transcript, tone, category, evidence, historical match, lead time, plain-English summary — one screen, one narrative.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">RacePulse concept: every claim decomposed into inspectable, separately-labeled components — built to survive a skeptical engineer, or judge, asking “why?”</p></div></div></div><div class="mt-6 border-t border-rule pt-5"><p class="mb-2 text-[9px] uppercase tracking-[0.16em] text-dim">What actually makes this different</p><p class="text-[11.5px] leading-relaxed text-dim">Most teams tackling this brief ship steps 02–03 and call it done — a transcript and a mood badge next to a lap chart. The thesis here is that a single opaque “risk score” is a demo crowd-pleaser and a production liability: a confident number nobody can decompose is what gets a real incident-review committee to switch a system off. Every number in this pipeline traces back to a named piece of evidence, and it says “I don’t know” out loud (<code class="text-teal">INSUFFICIENT_DATA</code>, a<!-- --> <code class="text-teal">null</code> lead time, no match) rather than manufacturing a positive to look impressive. We’re not shipping a smarter transcript — we’re shipping a plug-in layer that sits on top of the telemetry and radio systems a team already runs, and turns them into evidence an engineer would actually trust enough to act on mid-session.</p></div></div><a class="group flex items-center justify-between border border-teal/50 bg-teal/5 px-6 py-5 transition hover:bg-teal/10" href="/technical/system-design-workflow"><span><span class="mb-1 block text-[9px] uppercase tracking-[0.16em] text-teal">Flowchart + code map</span><span class="block text-base font-medium uppercase tracking-[0.03em] text-ink">System Design Workflow</span><span class="mt-1 block max-w-xl text-[11.5px] leading-relaxed text-dim">A visual, top-to-bottom diagram of the whole radio-to-verdict pipeline, plus every stage's exact file, function, and parameter — the reference to point to when explaining the product or answering a technical question.</span></span><span class="ml-4 shrink-0 text-teal transition group-hover:translate-x-1">→</span></a><div class="border border-rule bg-bg p-6"><p class="mb-1 text-[9px] uppercase tracking-[0.16em] text-red">System Design</p><h3 class="mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink">Full stack, layer by layer</h3><p class="mb-6 max-w-2xl text-[11.5px] leading-relaxed text-dim">Every box below is a real, running piece of this system — not a planned architecture. Reproduce any layer directly: model IDs and pinned revisions are in <code class="text-teal">services/radio_ai/app/config.py</code>.</p><div class="grid grid-cols-1 gap-3"><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">1</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Audio ingest</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Radio clip (.mp3/.wav)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>16kHz mono resample (soundfile + scipy or torchaudio)</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">2</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Speech-to-text</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>distil-whisper/distil-large-v3.5-ct2 via faster-whisper (CTranslate2)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>CPU fallback: Systran/faster-whisper-small.en</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Pinned to a specific commit SHA — no silent model upgrades</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">3</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Acoustic tone model</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>laion/voiceclap-commercial encoder + attribute heads</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Outputs raw Arousal/Fatigue/Quality/Noise scores</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Mapped to CALM / ELEVATED_AROUSAL / FATIGUED by a threshold calibrated on 20 real human-labeled clips — not the model's raw default</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">4</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Complaint classifier</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Production: sentence-transformers/all-MiniLM-L6-v2 embeddings + per-category prototype cosine similarity</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Fallback option: zero-shot NLI (DeBERTa v3)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>No fine-tuning — the taxonomy description text IS the model input</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">5</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Evidence engine (classical, not ML)</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Own-baseline: median + MAD over the driver's own last 5 laps at that segment</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Retrieval: brute-force cosine similarity, in-memory (corpus is 15–30 incidents — FAISS is four orders of magnitude of complexity this doesn't need)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Retrieval gate: category match AND cosine ≥ 0.40 — two independent conditions, empirically threshold-set over 247 hand-written phrase pairs</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Lead time: first_observable_change_time − radio_event_time, requires 2 consecutive deviating laps or reports null</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">6</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Storage</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>SQLite (storage/incidents.db) — incident metadata, recurrence flags</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Embeddings — in-memory Python list at process runtime, not persisted to SQLite (corpus is tiny; an index would be overhead, not optimization)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Contracts — frozen JSON schemas + fixtures in contracts/, the interface every service is validated against</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Telemetry — Parquet windows per incident, read by pandas</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">7</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">API layer</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>radio_ai (FastAPI) — POST /v1/radio/analyze</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>core_api (FastAPI) — /v1/incidents/*, /v1/replay/*, /v1/live-pipeline</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>mock_server (FastAPI) — same paths, fixture-backed, for frontend-first development</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>No service imports another's code directly — every boundary is the JSON contract, not a shared library</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">8</span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Frontend</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Next.js 16 (Turbopack), React 18, TypeScript, Tailwind</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Fetches over HTTP with an embedded fixture fallback baked into the client — stays interactive if the backend is cold-starting</li></ul></div></div></div><div class="mt-5 border border-gold/40 bg-gold/5 p-4"><p class="mb-2 text-[10px] uppercase tracking-[0.16em] text-gold">Direct answer: do we use a generative LLM? Tool-calling? MCP?</p><p class="text-[11.5px] leading-relaxed text-dim"><span class="text-ink">No, deliberately, on all three.</span> No GPT/Claude/Gemini-style generative model is in this pipeline, no agent framework, no tool-calling loop, no MCP server. Every model above is a small, pinned, task-specific pretrained model (an ASR transcriber, a speech-emotion encoder, a sentence-embedding model) — not a chat model reasoning in free text. That’s a product decision, not a limitation: a generative model summarizing “what happened” can hallucinate a plausible-sounding but wrong diagnosis, and there is no way to audit that after the fact. Every number this system produces instead traces to a named, deterministic computation — a threshold, a cosine similarity, a median — specifically so an engineer (or a judge) can ask “why did it say that” and get a real answer, not a plausible-sounding one.</p></div></div></div><p class="mt-8 text-[10.5px] uppercase tracking-[0.14em] text-dim"><a class="text-teal transition hover:text-red" href="/">← back to the live replay</a></p></div></main><!--$--><!--/$--><script src="/_next/static/chunks/310vm2bl3xxpt.js" id="_R_" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,"1:\"$Sreact.fragment\"\n2:I[39756,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n3:I[58298,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/0o30atouitu-3.js\"],\"default\"]\n4:I[37457,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n5:I[22016,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/2p594__5egvvs.js\"],\"\"]\n6:I[18993,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/2p594__5egvvs.js\"],\"TopBar\"]\n18:I[68027,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\",1]\n:HL[\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"style\"]\n:HL[\"/_next/static/media/051742360c26797e-s.p.1bkzbscqrt8rl.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n16:X\n0:{\"P\":null,\"c\":[\"\",\"technical\"],\"q\":\"\",\"i\":false,\"f\":[[[\"\",{\"children\":[\"technical\",{\"children\":[\"__PAGE__\",{},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4624],[[\"$\",\"$1\",\"c\",{\"children\":[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/3fntmmi971322.js\",\"async\":true,\"nonce\":\"$undefined\"}]],[\"$\",\"html\",null,{\"lang\":\"en\",\"className\":\"jetbrains_mono_68d574a-module__ggYvfa__variable\",\"children\":[\"$\",\"body\",null,{\"children\":[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$3\",\"errorStyles\":[],\"errorScripts\":[[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/0o30atouitu-3.js\",\"async\":true}]],\"template\":[\"$\",\"$L4\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"main\",null,{\"className\":\"flex min-h-screen flex-col items-center justify-center gap-4 bg-bg px-6 text-center\",\"children\":[[\"$\",\"p\",null,{\"className\":\"label-red\",\"children\":\"404\"}],[\"$\",\"h1\",null,{\"className\":\"text-xl font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"No incident at this address\"}],[\"$\",\"p\",null,{\"className\":\"max-w-md text-[12.5px] leading-relaxed text-dim\",\"children\":\"This route is not part of the ApexSignal pit-wall replay. 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This alone is what most teams building this brief will ship.\"}],null]}]\na:[\"$\",\"div\",\"03\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"03\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"The voice is scored for tone\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Calm, elevated/stressed, or fatigued, with a confidence number.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"This is the bare-minimum output the hackathon brief actually required. Everything below is where the real product starts.\"}]]}]]}]\nb:[\"$\",\"div\",\"04\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"04\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"The complaint is sorted, not diagnosed\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"One of 5 fixed categories — rear grip, front/braking, tyre wear, visibility/track, other mechanical. Never a fabricated diagnosis, just “this is the kind of thing being reported.”\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"FEEL2PHYSICS concept: free-form driver language mapped to a frozen, defensible taxonomy — not reduced to a sentiment score, not invented on the fly.\"}]]}]]}]\nc:[\"$\",\"div\",\"05\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"05\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"Checked against the driver's own baseline\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Not “how a car should behave” in the abstract — this specific driver, this specific session, this specific corner, against their own last 5 laps.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"The single biggest differentiator from a generic anomaly detector: no population average, no invented “correct” driving model. A scrappy driver isn't flagged for being themselves.\"}]]}]]}]\nd:[\"$\",\"div\",\"06\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"06\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"Memory kicks in\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Past incidents are searched for anything that sounds similar and looks similar in telemetry. Two separate scores — sounds alike, looks alike — never mashed into one fake number.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"ECHO LAP concept: nothing is judged in isolation. Every new report is checked against everything reported before — real semantic retrieval + real telemetry fingerprinting, gated together, not blended.\"}]]}]]}]\ne:[\"$\",\"div\",\"07\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"07\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"Lead time gets measured\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Literally: how many seconds passed between the driver's warning and the moment the car's data actually got worse. Reported as null, honestly, when the data doesn't support a number — never forced.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"The actual product thesis: the driver is a sensor arriving before the graph does. This number is what proves that, per incident, with real seconds — not a claim, a measurement.\"}]]}]]}]\nf:[\"$\",\"div\",\"08\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[false,[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"08\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"One incident card, not four tabs\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Transcript, tone, category, evidence, historical match, lead time, plain-English summary — one screen, one narrative.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"RacePulse concept: every claim decomposed into inspectable, separately-labeled components — built to survive a skeptical engineer, or judge, asking “why?”\"}]]}]]}]\n10:[\"$\",\"div\",null,{\"className\":\"mt-6 border-t border-rule pt-5\",\"children\":[[\"$\",\"p\",null,{\"className\":\"mb-2 text-[9px] uppercase tracking-[0.16em] text-dim\",\"children\":\"What actually makes this different\"}],[\"$\",\"p\",null,{\"className\":\"text-[11.5px] leading-relaxed text-dim\",\"children\":[\"Most teams tackling this brief ship steps 02–03 and call it done — a transcript and a mood badge next to a lap chart. The thesis here is that a single opaque “risk score” is a demo crowd-pleaser and a production liability: a confident number nobody can decompose is what gets a real incident-review committee to switch a system off. Every number in this pipeline traces back to a named piece of evidence, and it says “I don’t know” out loud (\",[\"$\",\"code\",null,{\"className\":\"text-teal\",\"children\":\"INSUFFICIENT_DATA\"}],\", a\",\" \",[\"$\",\"code\",null,{\"className\":\"text-teal\",\"children\":\"null\"}],\" lead time, no match) rather than manufacturing a positive to look impressive. We’re not shipping a smarter transcript — we’re shipping a plug-in layer that sits on top of the telemetry and radio systems a team already runs, and turns them into evidence an engineer would actually trust enough to act on mid-session.\"]}]]}]\n11:[\"$\",\"$L5\",null,{\"href\":\"/technical/system-design-workflow\",\"className\":\"group flex items-center justify-between border border-teal/50 bg-teal/5 px-6 py-5 transition hover:bg-teal/10\",\"children\":[[\"$\",\"span\",null,{\"children\":[[\"$\",\"span\",null,{\"className\":\"mb-1 block text-[9px] uppercase tracking-[0.16em] text-teal\",\"children\":\"Flowchart + code map\"}],[\"$\",\"span\",null,{\"className\":\"block text-base font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"System Design Workflow\"}],[\"$\",\"span\",null,{\"className\":\"mt-1 block max-w-xl text-[11.5px] leading-relaxed text-dim\",\"children\":\"A visual, top-to-bottom diagram of the whole radio-to-verdict pipeline, plus every stage's exact file, function, and parameter — the reference to point to when explaining the product or answering a technical question.\"}]]}],[\"$\",\"span\",null,{\"className\":\"ml-4 shrink-0 text-teal transition group-hover:translate-x-1\",\"children\":\"→\"}]]}]\n12:[\"$\",\"div\",null,{\"className\":\"border border-rule bg-bg p-6\",\"children\":[[\"$\",\"p\",null,{\"className\":\"mb-1 text-[9px] uppercase tracking-[0.16em] text-red\",\"children\":\"System Design\"}],[\"$\",\"h3\",null,{\"className\":\"mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"Full stack, layer by layer\"}],[\"$\",\"p\",null,{\"className\":\"mb-6 max-w-2xl text-[11.5px] leading-relaxed text-dim\",\"children\":[\"Every box below is a real, running piece of this system — not a planned architecture. 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<!DOCTYPE html><html lang="en" class="jetbrains_mono_68d574a-module__ggYvfa__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/media/051742360c26797e-s.p.1bkzbscqrt8rl.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/_next/static/chunks/0-9w4s7c6xtvk.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/310vm2bl3xxpt.js"/><script src="/_next/static/chunks/2mmpezlrfmbu5.js" async=""></script><script src="/_next/static/chunks/3e4keds9ktjdu.js" async=""></script><script src="/_next/static/chunks/09acbkyiffhmk.js" async=""></script><script src="/_next/static/chunks/turbopack-42u0ebbwz0w9w.js" async=""></script><script src="/_next/static/chunks/3fntmmi971322.js" async="" crossorigin=""></script><script src="/_next/static/chunks/0o30atouitu-3.js" async="" crossorigin=""></script><script src="/_next/static/chunks/2p594__5egvvs.js" async="" crossorigin=""></script><title>ApexSignal — Technical Walkthrough</title><meta name="description" content="How ApexSignal actually works: the pipeline stage by stage, the models, the thresholds, and where each lives in the codebase."/><meta property="og:title" content="ApexSignal — The Silent Co-Driver"/><meta property="og:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><meta property="og:url" content="https://apex-signal-sigma.vercel.app/"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary"/><meta name="twitter:title" content="ApexSignal — The Silent Co-Driver"/><meta name="twitter:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><link rel="icon" href="/icon.svg?icon.1fi2ifkq8n3ga.svg" sizes="any" type="image/svg+xml"/><meta name="next-size-adjust" content=""/><script src="/_next/static/chunks/0cz1d0mv5g_q7.js" noModule=""></script></head><body><div hidden=""><!--$--><!--/$--></div><main class="min-h-screen bg-bg pb-24 pt-20"><header class="fixed inset-x-0 top-0 z-50 flex items-center justify-between border-b border-rule bg-bg/92 px-6 py-3.5 text-[10.5px] uppercase tracking-[0.16em] backdrop-blur"><a href="#hero" class="font-semibold text-ink"><span class="mr-1 text-red">▌</span>ApexSignal</a><nav class="hidden items-center gap-5 md:flex"><a href="#pipeline" class="text-dim transition hover:text-red">how it works</a><a href="#live-pipeline" class="text-dim transition hover:text-red">live pipeline</a><a href="#live" class="text-dim transition hover:text-red">inspector</a><a href="#evidence" class="text-dim transition hover:text-red">evidence</a><a href="#human-loop" class="text-dim transition hover:text-red">human-in-the-loop</a><a class="border border-teal/50 bg-teal/5 px-2.5 py-1 text-teal transition hover:bg-teal hover:text-bg" href="/technical/">technical walkthrough</a><div class="relative"><button type="button" aria-expanded="false" class="flex items-center gap-1 transition text-dim hover:text-red">more<svg width="8" height="8" viewBox="0 0 10 6" fill="none" class="transition-transform "><path d="M1 1L5 5L9 1" stroke="currentColor" stroke-width="1.5"></path></svg></button></div><a href="https://github.com/Deltasthicc/ApexSignal" target="_blank" rel="noreferrer" class="border border-rule px-2.5 py-1 text-dim transition hover:border-red/50 hover:text-red">github</a><a class="border border-gold/50 bg-gold/5 px-2.5 py-1 text-gold transition hover:bg-gold hover:text-bg" href="/login/">engineer console</a></nav><div class="flex items-center gap-2 md:hidden"><a class="border border-teal/50 bg-teal/5 px-2.5 py-1.5 text-teal transition hover:bg-teal hover:text-bg" href="/technical/">Tech</a><a class="border border-gold/50 px-3 py-1.5 text-gold transition hover:bg-gold hover:text-bg" href="/login/">Console</a></div></header><div class="mx-auto max-w-7xl px-6 pt-10"><p class="label-red mb-2">For judges & reviewers</p><h1 class="mb-3 text-2xl font-medium uppercase tracking-[0.03em] text-ink">How this actually works</h1><p class="mb-8 max-w-2xl text-[12.5px] leading-relaxed text-dim">No login required. This is the same technical breakdown the team uses to answer engineering questions — what happens at each stage, which model or piece of code does it, and which numbers are measured rather than guessed.</p><div class="flex flex-col gap-6"><div class="border border-rule bg-bg p-6"><p class="mb-1 text-[9px] uppercase tracking-[0.16em] text-red">Full Architecture</p><h3 class="mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink">Radio in, evidence out — in depth</h3><p class="mb-6 max-w-2xl text-[11.5px] leading-relaxed text-dim">Not just STT. Four separate hackathon-brainstorm concepts —<!-- --> <span class="text-ink">memory</span>,<!-- --> <span class="text-ink">meaning</span>,<!-- --> <span class="text-ink">evidence</span>, and<!-- --> <span class="text-ink">restraint</span> — merged into one pipeline instead of shipping as four disconnected demos.</p><div class="relative flex flex-col gap-0"><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">01</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">A radio call comes in</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">“Rear is moving again when I get back on throttle.” Raw audio, nothing structured yet.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">02</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">Speech becomes text</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">faster-whisper ASR transcribes the call. This alone is what most teams building this brief will ship.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">03</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">The voice is scored for tone</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Calm, elevated/stressed, or fatigued, with a confidence number.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">This is the bare-minimum output the hackathon brief actually required. Everything below is where the real product starts.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">04</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">The complaint is sorted, not diagnosed</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">One of 5 fixed categories — rear grip, front/braking, tyre wear, visibility/track, other mechanical. Never a fabricated diagnosis, just “this is the kind of thing being reported.”</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">FEEL2PHYSICS concept: free-form driver language mapped to a frozen, defensible taxonomy — not reduced to a sentiment score, not invented on the fly.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">05</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">Checked against the driver's own baseline</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Not “how a car should behave” in the abstract — this specific driver, this specific session, this specific corner, against their own last 5 laps.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">The single biggest differentiator from a generic anomaly detector: no population average, no invented “correct” driving model. A scrappy driver isn't flagged for being themselves.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">06</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">Memory kicks in</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Past incidents are searched for anything that sounds similar and looks similar in telemetry. Two separate scores — sounds alike, looks alike — never mashed into one fake number.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">ECHO LAP concept: nothing is judged in isolation. Every new report is checked against everything reported before — real semantic retrieval + real telemetry fingerprinting, gated together, not blended.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="absolute left-[15px] top-8 h-full w-px bg-rule" aria-hidden="true"></span><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">07</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">Lead time gets measured</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Literally: how many seconds passed between the driver's warning and the moment the car's data actually got worse. Reported as null, honestly, when the data doesn't support a number — never forced.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">The actual product thesis: the driver is a sensor arriving before the graph does. This number is what proves that, per incident, with real seconds — not a claim, a measurement.</p></div></div><div class="relative flex gap-4 pb-6 last:pb-0"><span class="z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red">08</span><div class="flex-1 pt-1"><p class="text-[12.5px] font-medium text-ink">One incident card, not four tabs</p><p class="mt-1 text-[11.5px] leading-relaxed text-dim">Transcript, tone, category, evidence, historical match, lead time, plain-English summary — one screen, one narrative.</p><p class="mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal">RacePulse concept: every claim decomposed into inspectable, separately-labeled components — built to survive a skeptical engineer, or judge, asking “why?”</p></div></div></div><div class="mt-6 border-t border-rule pt-5"><p class="mb-2 text-[9px] uppercase tracking-[0.16em] text-dim">What actually makes this different</p><p class="text-[11.5px] leading-relaxed text-dim">Most teams tackling this brief ship steps 02–03 and call it done — a transcript and a mood badge next to a lap chart. The thesis here is that a single opaque “risk score” is a demo crowd-pleaser and a production liability: a confident number nobody can decompose is what gets a real incident-review committee to switch a system off. Every number in this pipeline traces back to a named piece of evidence, and it says “I don’t know” out loud (<code class="text-teal">INSUFFICIENT_DATA</code>, a<!-- --> <code class="text-teal">null</code> lead time, no match) rather than manufacturing a positive to look impressive. We’re not shipping a smarter transcript — we’re shipping a plug-in layer that sits on top of the telemetry and radio systems a team already runs, and turns them into evidence an engineer would actually trust enough to act on mid-session.</p></div></div><a class="group flex items-center justify-between border border-teal/50 bg-teal/5 px-6 py-5 transition hover:bg-teal/10" href="/technical/system-design-workflow/"><span><span class="mb-1 block text-[9px] uppercase tracking-[0.16em] text-teal">Flowchart + code map</span><span class="block text-base font-medium uppercase tracking-[0.03em] text-ink">System Design Workflow</span><span class="mt-1 block max-w-xl text-[11.5px] leading-relaxed text-dim">A visual, top-to-bottom diagram of the whole radio-to-verdict pipeline, plus every stage's exact file, function, and parameter — the reference to point to when explaining the product or answering a technical question.</span></span><span class="ml-4 shrink-0 text-teal transition group-hover:translate-x-1">→</span></a><div class="border border-rule bg-bg p-6"><p class="mb-1 text-[9px] uppercase tracking-[0.16em] text-red">System Design</p><h3 class="mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink">Full stack, layer by layer</h3><p class="mb-6 max-w-2xl text-[11.5px] leading-relaxed text-dim">Every box below is a real, running piece of this system — not a planned architecture. Reproduce any layer directly: model IDs and pinned revisions are in <code class="text-teal">services/radio_ai/app/config.py</code>.</p><div class="grid grid-cols-1 gap-3"><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">1</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Audio ingest</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Radio clip (.mp3/.wav)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>16kHz mono resample (soundfile + scipy or torchaudio)</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">2</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Speech-to-text</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>distil-whisper/distil-large-v3.5-ct2 via faster-whisper (CTranslate2)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>CPU fallback: Systran/faster-whisper-small.en</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Pinned to a specific commit SHA — no silent model upgrades</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">3</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Acoustic tone model</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>laion/voiceclap-commercial encoder + attribute heads</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Outputs raw Arousal/Fatigue/Quality/Noise scores</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Mapped to CALM / ELEVATED_AROUSAL / FATIGUED by a threshold calibrated on 20 real human-labeled clips — not the model's raw default</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">4</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Complaint classifier</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Production: sentence-transformers/all-MiniLM-L6-v2 embeddings + per-category prototype cosine similarity</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Fallback option: zero-shot NLI (DeBERTa v3)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>No fine-tuning — the taxonomy description text IS the model input</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">5</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Evidence engine (classical, not ML)</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Own-baseline: median + MAD over the driver's own last 5 laps at that segment</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Retrieval: brute-force cosine similarity, in-memory (corpus is 15–30 incidents — FAISS is four orders of magnitude of complexity this doesn't need)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Retrieval gate: category match AND cosine ≥ 0.40 — two independent conditions, empirically threshold-set over 247 hand-written phrase pairs</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Lead time: first_observable_change_time − radio_event_time, requires 2 consecutive deviating laps or reports null</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">6</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Storage</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>SQLite (storage/incidents.db) — incident metadata, recurrence flags</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Embeddings — in-memory Python list at process runtime, not persisted to SQLite (corpus is tiny; an index would be overhead, not optimization)</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Contracts — frozen JSON schemas + fixtures in contracts/, the interface every service is validated against</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Telemetry — Parquet windows per incident, read by pandas</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">7</span><span class="mt-1 h-full w-px flex-1 bg-rule"></span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">API layer</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>radio_ai (FastAPI) — POST /v1/radio/analyze</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>core_api (FastAPI) — /v1/incidents/*, /v1/replay/*, /v1/live-pipeline</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>mock_server (FastAPI) — same paths, fixture-backed, for frontend-first development</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>No service imports another's code directly — every boundary is the JSON contract, not a shared library</li></ul></div></div><div class="flex gap-4"><div class="flex flex-col items-center"><span class="flex h-7 w-7 shrink-0 items-center justify-center border border-rule bg-bg2 text-[10px] text-dim">8</span></div><div class="flex-1 border border-rule bg-bg2 p-3 pb-4"><p class="mb-1.5 text-[11.5px] font-medium uppercase tracking-[0.04em] text-ink">Frontend</p><ul class="flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Next.js 16 (Turbopack), React 18, TypeScript, Tailwind</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-red">·</span>Fetches over HTTP with an embedded fixture fallback baked into the client — stays interactive if the backend is cold-starting</li></ul></div></div></div><div class="mt-5 border border-gold/40 bg-gold/5 p-4"><p class="mb-2 text-[10px] uppercase tracking-[0.16em] text-gold">Direct answer: do we use a generative LLM? Tool-calling? MCP?</p><p class="text-[11.5px] leading-relaxed text-dim"><span class="text-ink">No, deliberately, on all three.</span> No GPT/Claude/Gemini-style generative model is in this pipeline, no agent framework, no tool-calling loop, no MCP server. Every model above is a small, pinned, task-specific pretrained model (an ASR transcriber, a speech-emotion encoder, a sentence-embedding model) — not a chat model reasoning in free text. That’s a product decision, not a limitation: a generative model summarizing “what happened” can hallucinate a plausible-sounding but wrong diagnosis, and there is no way to audit that after the fact. Every number this system produces instead traces to a named, deterministic computation — a threshold, a cosine similarity, a median — specifically so an engineer (or a judge) can ask “why did it say that” and get a real answer, not a plausible-sounding one.</p></div></div></div><p class="mt-8 text-[10.5px] uppercase tracking-[0.14em] text-dim"><a class="text-teal transition hover:text-red" href="/">← back to the live replay</a></p></div></main><!--$--><!--/$--><script src="/_next/static/chunks/310vm2bl3xxpt.js" id="_R_" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,"1:\"$Sreact.fragment\"\n2:I[39756,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n3:I[58298,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/0o30atouitu-3.js\"],\"default\"]\n4:I[37457,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n5:I[22016,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/2p594__5egvvs.js\"],\"\"]\n6:I[18993,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/2p594__5egvvs.js\"],\"TopBar\"]\n18:I[68027,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\",1]\n:HL[\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"style\"]\n:HL[\"/_next/static/media/051742360c26797e-s.p.1bkzbscqrt8rl.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n16:X\n0:{\"P\":null,\"c\":[\"\",\"technical\",\"\"],\"q\":\"\",\"i\":false,\"f\":[[[\"\",{\"children\":[\"technical\",{\"children\":[\"__PAGE__\",{},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4624],[[\"$\",\"$1\",\"c\",{\"children\":[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/3fntmmi971322.js\",\"async\":true,\"nonce\":\"$undefined\"}]],[\"$\",\"html\",null,{\"lang\":\"en\",\"className\":\"jetbrains_mono_68d574a-module__ggYvfa__variable\",\"children\":[\"$\",\"body\",null,{\"children\":[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$3\",\"errorStyles\":[],\"errorScripts\":[[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/0o30atouitu-3.js\",\"async\":true}]],\"template\":[\"$\",\"$L4\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"main\",null,{\"className\":\"flex min-h-screen flex-col items-center justify-center gap-4 bg-bg px-6 text-center\",\"children\":[[\"$\",\"p\",null,{\"className\":\"label-red\",\"children\":\"404\"}],[\"$\",\"h1\",null,{\"className\":\"text-xl font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"No incident at this address\"}],[\"$\",\"p\",null,{\"className\":\"max-w-md text-[12.5px] leading-relaxed text-dim\",\"children\":\"This route is not part of the ApexSignal pit-wall replay. 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This alone is what most teams building this brief will ship.\"}],null]}]\na:[\"$\",\"div\",\"03\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"03\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"The voice is scored for tone\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Calm, elevated/stressed, or fatigued, with a confidence number.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"This is the bare-minimum output the hackathon brief actually required. Everything below is where the real product starts.\"}]]}]]}]\nb:[\"$\",\"div\",\"04\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"04\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"The complaint is sorted, not diagnosed\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"One of 5 fixed categories — rear grip, front/braking, tyre wear, visibility/track, other mechanical. Never a fabricated diagnosis, just “this is the kind of thing being reported.”\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"FEEL2PHYSICS concept: free-form driver language mapped to a frozen, defensible taxonomy — not reduced to a sentiment score, not invented on the fly.\"}]]}]]}]\nc:[\"$\",\"div\",\"05\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"05\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"Checked against the driver's own baseline\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Not “how a car should behave” in the abstract — this specific driver, this specific session, this specific corner, against their own last 5 laps.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"The single biggest differentiator from a generic anomaly detector: no population average, no invented “correct” driving model. A scrappy driver isn't flagged for being themselves.\"}]]}]]}]\nd:[\"$\",\"div\",\"06\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"06\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"Memory kicks in\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Past incidents are searched for anything that sounds similar and looks similar in telemetry. Two separate scores — sounds alike, looks alike — never mashed into one fake number.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"ECHO LAP concept: nothing is judged in isolation. Every new report is checked against everything reported before — real semantic retrieval + real telemetry fingerprinting, gated together, not blended.\"}]]}]]}]\ne:[\"$\",\"div\",\"07\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[[\"$\",\"span\",null,{\"className\":\"absolute left-[15px] top-8 h-full w-px bg-rule\",\"aria-hidden\":true}],[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"07\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"Lead time gets measured\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Literally: how many seconds passed between the driver's warning and the moment the car's data actually got worse. Reported as null, honestly, when the data doesn't support a number — never forced.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"The actual product thesis: the driver is a sensor arriving before the graph does. This number is what proves that, per incident, with real seconds — not a claim, a measurement.\"}]]}]]}]\nf:[\"$\",\"div\",\"08\",{\"className\":\"relative flex gap-4 pb-6 last:pb-0\",\"children\":[false,[\"$\",\"span\",null,{\"className\":\"z-10 flex h-8 w-8 shrink-0 items-center justify-center border border-red/50 bg-bg text-[10px] text-red\",\"children\":\"08\"}],[\"$\",\"div\",null,{\"className\":\"flex-1 pt-1\",\"children\":[[\"$\",\"p\",null,{\"className\":\"text-[12.5px] font-medium text-ink\",\"children\":\"One incident card, not four tabs\"}],[\"$\",\"p\",null,{\"className\":\"mt-1 text-[11.5px] leading-relaxed text-dim\",\"children\":\"Transcript, tone, category, evidence, historical match, lead time, plain-English summary — one screen, one narrative.\"}],[\"$\",\"p\",null,{\"className\":\"mt-2 border-l-2 border-teal/50 bg-teal/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-teal\",\"children\":\"RacePulse concept: every claim decomposed into inspectable, separately-labeled components — built to survive a skeptical engineer, or judge, asking “why?”\"}]]}]]}]\n10:[\"$\",\"div\",null,{\"className\":\"mt-6 border-t border-rule pt-5\",\"children\":[[\"$\",\"p\",null,{\"className\":\"mb-2 text-[9px] uppercase tracking-[0.16em] text-dim\",\"children\":\"What actually makes this different\"}],[\"$\",\"p\",null,{\"className\":\"text-[11.5px] leading-relaxed text-dim\",\"children\":[\"Most teams tackling this brief ship steps 02–03 and call it done — a transcript and a mood badge next to a lap chart. The thesis here is that a single opaque “risk score” is a demo crowd-pleaser and a production liability: a confident number nobody can decompose is what gets a real incident-review committee to switch a system off. Every number in this pipeline traces back to a named piece of evidence, and it says “I don’t know” out loud (\",[\"$\",\"code\",null,{\"className\":\"text-teal\",\"children\":\"INSUFFICIENT_DATA\"}],\", a\",\" \",[\"$\",\"code\",null,{\"className\":\"text-teal\",\"children\":\"null\"}],\" lead time, no match) rather than manufacturing a positive to look impressive. We’re not shipping a smarter transcript — we’re shipping a plug-in layer that sits on top of the telemetry and radio systems a team already runs, and turns them into evidence an engineer would actually trust enough to act on mid-session.\"]}]]}]\n11:[\"$\",\"$L5\",null,{\"href\":\"/technical/system-design-workflow\",\"className\":\"group flex items-center justify-between border border-teal/50 bg-teal/5 px-6 py-5 transition hover:bg-teal/10\",\"children\":[[\"$\",\"span\",null,{\"children\":[[\"$\",\"span\",null,{\"className\":\"mb-1 block text-[9px] uppercase tracking-[0.16em] text-teal\",\"children\":\"Flowchart + code map\"}],[\"$\",\"span\",null,{\"className\":\"block text-base font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"System Design Workflow\"}],[\"$\",\"span\",null,{\"className\":\"mt-1 block max-w-xl text-[11.5px] leading-relaxed text-dim\",\"children\":\"A visual, top-to-bottom diagram of the whole radio-to-verdict pipeline, plus every stage's exact file, function, and parameter — the reference to point to when explaining the product or answering a technical question.\"}]]}],[\"$\",\"span\",null,{\"className\":\"ml-4 shrink-0 text-teal transition group-hover:translate-x-1\",\"children\":\"→\"}]]}]\n12:[\"$\",\"div\",null,{\"className\":\"border border-rule bg-bg p-6\",\"children\":[[\"$\",\"p\",null,{\"className\":\"mb-1 text-[9px] uppercase tracking-[0.16em] text-red\",\"children\":\"System Design\"}],[\"$\",\"h3\",null,{\"className\":\"mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"Full stack, layer by layer\"}],[\"$\",\"p\",null,{\"className\":\"mb-6 max-w-2xl text-[11.5px] leading-relaxed text-dim\",\"children\":[\"Every box below is a real, running piece of this system — not a planned architecture. 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technical.txt → technical/index.txt
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<!DOCTYPE html><html lang="en" class="jetbrains_mono_68d574a-module__ggYvfa__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/media/051742360c26797e-s.p.1bkzbscqrt8rl.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/_next/static/chunks/0-9w4s7c6xtvk.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/310vm2bl3xxpt.js"/><script src="/_next/static/chunks/2mmpezlrfmbu5.js" async=""></script><script src="/_next/static/chunks/3e4keds9ktjdu.js" async=""></script><script src="/_next/static/chunks/32ca4mb4vn2n7.js" async=""></script><script src="/_next/static/chunks/turbopack-1vfnaba124l2l.js" async=""></script><script src="/_next/static/chunks/3fntmmi971322.js" async="" crossorigin=""></script><script src="/_next/static/chunks/0o30atouitu-3.js" async="" crossorigin=""></script><script src="/_next/static/chunks/2p594__5egvvs.js" async="" crossorigin=""></script><title>ApexSignal — System Design Workflow</title><meta name="description" content="The full radio-to-verdict pipeline as a flowchart, with each stage mapped to its exact model, parameters, and source file."/><meta property="og:title" content="ApexSignal — The Silent Co-Driver"/><meta property="og:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><meta property="og:url" content="https://apex-signal-sigma.vercel.app"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary"/><meta name="twitter:title" content="ApexSignal — The Silent Co-Driver"/><meta name="twitter:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><link rel="icon" href="/icon.svg?icon.1fi2ifkq8n3ga.svg" sizes="any" type="image/svg+xml"/><meta name="next-size-adjust" content=""/><script src="/_next/static/chunks/0cz1d0mv5g_q7.js" noModule=""></script></head><body><div hidden=""><!--$--><!--/$--></div><main class="min-h-screen bg-bg pb-24 pt-20"><header class="fixed inset-x-0 top-0 z-50 flex items-center justify-between border-b border-rule bg-bg/92 px-6 py-3.5 text-[10.5px] uppercase tracking-[0.16em] backdrop-blur"><a href="#hero" class="font-semibold text-ink"><span class="mr-1 text-red">▌</span>ApexSignal</a><nav class="hidden items-center gap-5 md:flex"><a href="#pipeline" class="text-dim transition hover:text-red">how it works</a><a href="#live-pipeline" class="text-dim transition hover:text-red">live pipeline</a><a href="#live" class="text-dim transition hover:text-red">inspector</a><a href="#evidence" class="text-dim transition hover:text-red">evidence</a><a href="#human-loop" class="text-dim transition hover:text-red">human-in-the-loop</a><a class="border border-teal/50 bg-teal/5 px-2.5 py-1 text-teal transition hover:bg-teal hover:text-bg" href="/technical">technical walkthrough</a><div class="relative"><button type="button" aria-expanded="false" class="flex items-center gap-1 transition text-dim hover:text-red">more<svg width="8" height="8" viewBox="0 0 10 6" fill="none" class="transition-transform "><path d="M1 1L5 5L9 1" stroke="currentColor" stroke-width="1.5"></path></svg></button></div><a href="https://github.com/Deltasthicc/ApexSignal" target="_blank" rel="noreferrer" class="border border-rule px-2.5 py-1 text-dim transition hover:border-red/50 hover:text-red">github</a><a class="border border-gold/50 bg-gold/5 px-2.5 py-1 text-gold transition hover:bg-gold hover:text-bg" href="/login">engineer console</a></nav><div class="flex items-center gap-2 md:hidden"><a class="border border-teal/50 bg-teal/5 px-2.5 py-1.5 text-teal transition hover:bg-teal hover:text-bg" href="/technical">Tech</a><a class="border border-gold/50 px-3 py-1.5 text-gold transition hover:bg-gold hover:text-bg" href="/login">Console</a></div></header><div class="mx-auto max-w-7xl px-6 pt-10"><p class="text-[10.5px] uppercase tracking-[0.14em]"><a class="text-teal transition hover:text-red" href="/technical">← technical walkthrough</a></p><p class="label-red mb-2 mt-4">System design</p><h1 class="mb-3 text-2xl font-medium uppercase tracking-[0.03em] text-ink">System Design Workflow</h1><p class="mb-8 max-w-2xl text-[12.5px] leading-relaxed text-dim">The diagram is the fast reference for explaining the product out loud or to a driver-facing engineer. The breakdown underneath it is the same workflow with the exact file, function, and parameter behind every box, for anyone who wants to check the code directly.</p><div class="flex flex-col gap-6"><div class="border border-rule bg-bg p-6"><p class="mb-1 text-[9px] uppercase tracking-[0.16em] text-red">Visual reference</p><h2 class="mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink">Radio call → verdict, top to bottom</h2><p class="mb-5 max-w-2xl text-[11.5px] leading-relaxed text-dim">One audio clip splits into two model paths, merges into a single structured record, runs through four independent evidence checks in parallel, and converges into one verdict. Nothing here is a single black-box score — every arrow is a real function call, mapped out in detail underneath the diagram.</p><div class="overflow-x-auto"><svg viewBox="0 0 1200 1020" class="h-auto w-full min-w-[860px]" role="img" aria-label="ApexSignal system design flowchart: radio audio flows through ASR, tone, and classifier models into a Radio Analysis Output record, which feeds four evidence-engine checks that converge into a final Incident Assessment shown on the engineer's screen."><defs><marker id="flow-arrow" viewBox="0 0 10 10" refX="8" refY="5" markerWidth="7" markerHeight="7" orient="auto-start-reverse"><path d="M0,0 L10,5 L0,10 z" fill="#4a4a4a"></path></marker></defs><g><path d="M 580 90 L 580 120 L 220 120 L 220 150" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path><text x="408" y="114" font-size="10" fill="#767676" font-family="'JetBrains Mono', monospace">same clip</text></g><g><path d="M 580 90 L 580 120 L 940 120 L 940 150" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path><text x="768" y="114" font-size="10" fill="#767676" font-family="'JetBrains Mono', monospace">same clip</text></g><g><path d="M 220 234 L 220 292" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path><text x="228" y="257" font-size="10" fill="#767676" font-family="'JetBrains Mono', monospace">transcript</text></g><g><path d="M 220 376 L 220 405 L 580 405 L 580 434" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 940 234 L 940 334 L 580 334 L 580 434" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 518 L 580 567 L 147.5 567 L 147.5 616" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 518 L 580 567 L 442.5 567 L 442.5 616" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 518 L 580 567 L 737.5 567 L 737.5 616" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 518 L 580 567 L 1032.5 567 L 1032.5 616" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 147.5 708 L 147.5 745 L 580 745 L 580 782" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 442.5 708 L 442.5 745 L 580 745 L 580 782" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 737.5 708 L 737.5 745 L 580 745 L 580 782" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 1032.5 708 L 1032.5 745 L 580 745 L 580 782" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 866 L 580 924" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><text x="600" y="598" text-anchor="middle" font-size="10.5" letter-spacing="1.5" fill="#00d2be" font-family="'JetBrains Mono', monospace">EVIDENCE ENGINE — PLAIN MATH, NOT AI, ALL FOUR RUN INDEPENDENTLY</text><rect x="0" y="608" width="1200" height="110" fill="none" stroke="#00d2be" stroke-opacity="0.25" stroke-dasharray="4 4"></rect><g><rect x="440" y="20" width="280" height="70" rx="2" class="bg-bg2 border-dim2" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#4a4a4a"></rect><foreignObject x="440" y="20" width="280" height="70"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Driver Radio Call</span><span class="mt-0.5 text-[10px] text-dim">raw audio in</span></div></foreignObject></g><g><rect x="60" y="150" width="320" height="84" rx="2" class="bg-red/5 border-red/60" 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width="280" height="84"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="mb-1 text-[8px] uppercase tracking-[0.14em] text-gold">data contract</span><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Radio Analysis Output</span><span class="mt-0.5 text-[10px] text-dim">transcript + tone + category (JSON)</span></div></foreignObject></g><g><rect x="10" y="616" width="275" height="92" rx="2" class="bg-teal/5 border-teal/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#00d2be"></rect><foreignObject x="10" y="616" width="275" height="92"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Own-Baseline Check</span><span class="mt-0.5 text-[10px] text-dim">this lap vs. driver's own last 5</span></div></foreignObject></g><g><rect x="305" y="616" width="275" 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of driver warning</span></div></foreignObject></g><g><rect x="895" y="616" width="275" height="92" rx="2" class="bg-teal/5 border-teal/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#00d2be"></rect><foreignObject x="895" y="616" width="275" height="92"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Recurrence Check</span><span class="mt-0.5 text-[10px] text-dim">"again" / "still" wording</span></div></foreignObject></g><g><rect x="440" y="782" width="280" height="84" rx="2" class="bg-gold/5 border-gold/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#ffd60a"></rect><foreignObject x="440" y="782" width="280" height="84"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="mb-1 text-[8px] uppercase tracking-[0.14em] text-gold">data contract</span><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Incident Assessment</span><span class="mt-0.5 text-[10px] text-dim">one verdict, evidence attached</span></div></foreignObject></g><g><rect x="440" y="924" width="280" height="70" rx="2" class="bg-bg2 border-dim2" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#4a4a4a"></rect><foreignObject x="440" y="924" width="280" height="70"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Engineer's Screen</span><span class="mt-0.5 text-[10px] text-dim">Pit-Wall Incident Inspector</span></div></foreignObject></g></svg></div><div class="mt-5 flex flex-wrap gap-4 border-t border-rule pt-4"><span class="flex items-center gap-2 text-[10px] uppercase tracking-[0.1em] text-dim"><span class="h-2.5 w-2.5 border border-dim2"></span>input / screen</span><span class="flex items-center gap-2 text-[10px] uppercase tracking-[0.1em] text-dim"><span class="h-2.5 w-2.5 border border-red/60"></span>AI model (learned)</span><span class="flex items-center gap-2 text-[10px] uppercase tracking-[0.1em] text-dim"><span class="h-2.5 w-2.5 border border-teal/60"></span>evidence engine (classical math)</span><span class="flex items-center gap-2 text-[10px] uppercase tracking-[0.1em] text-dim"><span class="h-2.5 w-2.5 border border-gold/60"></span>data contract (JSON handoff)</span></div></div><div class="border border-rule bg-bg p-6"><p class="mb-1 text-[9px] uppercase tracking-[0.16em] text-red">For technical Q&A</p><h2 class="mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink">System Design Workflow</h2><p class="mb-6 max-w-2xl text-[11.5px] leading-relaxed text-dim">What happens, in order, when a radio call comes in — and exactly which file and function does it. Every parameter below is a real, measured value, not a placeholder.</p><div class="flex flex-col gap-5"><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">01</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Audio in → Transcription</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">The driver's radio call (raw audio) is converted into text. This is the “translation” step — speech to words.</p><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">model </span>distil-whisper/distil-large-v3.5-ct2 (via faster-whisper)</p><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/radio_ai/app/asr.py → transcribe()</code></p><p class="text-[10px] text-dim"><span class="text-teal">parameters live in </span><code class="text-ink">Model ID + pinned version: services/radio_ai/app/config.py → ModelConfig</code></p></div></div><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">02</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Tone / Voice Analysis</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">The raw audio itself (not the words) is scored for how the driver sounds — calm, stressed, or tired.</p><ul class="mt-3 flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>Arousal — how excited/tense the voice sounds</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>Fatigue_Exhaustion — how tired the voice sounds</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>Recording_Quality — how clean the audio is</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>Background_Noise — how much noise is in the clip</li></ul><p class="mt-3 border-l-2 border-gold/50 bg-gold/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-gold">Fatigue ≥ 1.1 → FATIGUED. Else if Arousal ≥ 2.565 → ELEVATED_AROUSAL. Else → CALM. Low quality/high noise doesn't change the label — it lowers the confidence score instead.</p><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">model </span>laion/voiceclap-commercial (encoder + attribute heads)</p><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/radio_ai/app/tone.py → score_waveform(), map_to_label()</code></p><p class="text-[10px] text-dim"><span class="text-teal">parameters live in </span><code class="text-ink">services/radio_ai/app/config.py → ToneThresholds class — Arousal threshold 2.565, Fatigue threshold 1.1</code></p></div></div><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">03</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Complaint Category</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">The transcribed words are matched against 5 fixed problem categories — sorted, not diagnosed.</p><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">model </span>sentence-transformers/all-MiniLM-L6-v2 (embedding + prototype similarity)</p><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/radio_ai/app/complaint_classifier.py → classify()</code></p><p class="text-[10px] text-dim"><span class="text-teal">parameters live in </span><code class="text-ink">services/radio_ai/app/config.py → ClassifierConfig class — 5 category descriptions + similarity margin 0.16</code></p></div></div><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">04</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Evidence Engine — the solution being generated</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">This is where the actual answer gets built: is the car really behaving differently, has this happened before, and how much warning did the call give. Plain statistics, not a model.</p><ul class="mt-3 flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>baseline.py → compare_to_baseline() — this lap vs. the driver's own last 5 laps at this corner</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>retrieval.py → best_match() — search past incidents for a similar report</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>lead_time.py → measure_lead_time() — seconds between the call and the measurable change</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>recurrence.py → assess_recurrence() — does the driver's own wording say “again”/“still”</li></ul><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/evidence_memory/</code></p></div></div><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">05</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Final Output → Incident Assessment</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">Everything above is combined into one verdict — sent to the dashboard as a single JSON record, never a raw score.</p><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/core_api/app/pipeline.py → evaluate_incident()</code></p><p class="text-[10px] text-dim"><span class="text-teal">parameters live in </span><code class="text-ink">Served over HTTP by services/core_api/app/main.py → /v1/incidents/{id}</code></p></div></div></div></div></div></div></main><!--$--><!--/$--><script src="/_next/static/chunks/310vm2bl3xxpt.js" id="_R_" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,"1:\"$Sreact.fragment\"\n2:I[39756,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n3:I[58298,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/0o30atouitu-3.js\"],\"default\"]\n4:I[37457,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n5:I[22016,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/2p594__5egvvs.js\"],\"\"]\n6:I[18993,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/2p594__5egvvs.js\"],\"TopBar\"]\n29:I[68027,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\",1]\n:HL[\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"style\"]\n:HL[\"/_next/static/media/051742360c26797e-s.p.1bkzbscqrt8rl.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n27:X\n0:{\"P\":null,\"c\":[\"\",\"technical\",\"system-design-workflow\"],\"q\":\"\",\"i\":false,\"f\":[[[\"\",{\"children\":[\"technical\",{\"children\":[\"system-design-workflow\",{\"children\":[\"__PAGE__\",{},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4624],[[\"$\",\"$1\",\"c\",{\"children\":[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/3fntmmi971322.js\",\"async\":true,\"nonce\":\"$undefined\"}]],[\"$\",\"html\",null,{\"lang\":\"en\",\"className\":\"jetbrains_mono_68d574a-module__ggYvfa__variable\",\"children\":[\"$\",\"body\",null,{\"children\":[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$3\",\"errorStyles\":[],\"errorScripts\":[[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/0o30atouitu-3.js\",\"async\":true}]],\"template\":[\"$\",\"$L4\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"main\",null,{\"className\":\"flex min-h-screen flex-col items-center justify-center gap-4 bg-bg px-6 text-center\",\"children\":[[\"$\",\"p\",null,{\"className\":\"label-red\",\"children\":\"404\"}],[\"$\",\"h1\",null,{\"className\":\"text-xl font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"No incident at this address\"}],[\"$\",\"p\",null,{\"className\":\"max-w-md text-[12.5px] leading-relaxed text-dim\",\"children\":\"This route is not part of the ApexSignal pit-wall replay. 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<!DOCTYPE html><html lang="en" class="jetbrains_mono_68d574a-module__ggYvfa__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/media/051742360c26797e-s.p.1bkzbscqrt8rl.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/_next/static/chunks/0-9w4s7c6xtvk.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/310vm2bl3xxpt.js"/><script src="/_next/static/chunks/2mmpezlrfmbu5.js" async=""></script><script src="/_next/static/chunks/3e4keds9ktjdu.js" async=""></script><script src="/_next/static/chunks/09acbkyiffhmk.js" async=""></script><script src="/_next/static/chunks/turbopack-42u0ebbwz0w9w.js" async=""></script><script src="/_next/static/chunks/3fntmmi971322.js" async="" crossorigin=""></script><script src="/_next/static/chunks/0o30atouitu-3.js" async="" crossorigin=""></script><script src="/_next/static/chunks/2p594__5egvvs.js" async="" crossorigin=""></script><title>ApexSignal — System Design Workflow</title><meta name="description" content="The full radio-to-verdict pipeline as a flowchart, with each stage mapped to its exact model, parameters, and source file."/><meta property="og:title" content="ApexSignal — The Silent Co-Driver"/><meta property="og:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><meta property="og:url" content="https://apex-signal-sigma.vercel.app/"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary"/><meta name="twitter:title" content="ApexSignal — The Silent Co-Driver"/><meta name="twitter:description" content="A public, interactive incident replay connecting driver radio to telemetry evidence and historical memory."/><link rel="icon" href="/icon.svg?icon.1fi2ifkq8n3ga.svg" sizes="any" type="image/svg+xml"/><meta name="next-size-adjust" content=""/><script src="/_next/static/chunks/0cz1d0mv5g_q7.js" noModule=""></script></head><body><div hidden=""><!--$--><!--/$--></div><main class="min-h-screen bg-bg pb-24 pt-20"><header class="fixed inset-x-0 top-0 z-50 flex items-center justify-between border-b border-rule bg-bg/92 px-6 py-3.5 text-[10.5px] uppercase tracking-[0.16em] backdrop-blur"><a href="#hero" class="font-semibold text-ink"><span class="mr-1 text-red">▌</span>ApexSignal</a><nav class="hidden items-center gap-5 md:flex"><a href="#pipeline" class="text-dim transition hover:text-red">how it works</a><a href="#live-pipeline" class="text-dim transition hover:text-red">live pipeline</a><a href="#live" class="text-dim transition hover:text-red">inspector</a><a href="#evidence" class="text-dim transition hover:text-red">evidence</a><a href="#human-loop" class="text-dim transition hover:text-red">human-in-the-loop</a><a class="border border-teal/50 bg-teal/5 px-2.5 py-1 text-teal transition hover:bg-teal hover:text-bg" href="/technical/">technical walkthrough</a><div class="relative"><button type="button" aria-expanded="false" class="flex items-center gap-1 transition text-dim hover:text-red">more<svg width="8" height="8" viewBox="0 0 10 6" fill="none" class="transition-transform "><path d="M1 1L5 5L9 1" stroke="currentColor" stroke-width="1.5"></path></svg></button></div><a href="https://github.com/Deltasthicc/ApexSignal" target="_blank" rel="noreferrer" class="border border-rule px-2.5 py-1 text-dim transition hover:border-red/50 hover:text-red">github</a><a class="border border-gold/50 bg-gold/5 px-2.5 py-1 text-gold transition hover:bg-gold hover:text-bg" href="/login/">engineer console</a></nav><div class="flex items-center gap-2 md:hidden"><a class="border border-teal/50 bg-teal/5 px-2.5 py-1.5 text-teal transition hover:bg-teal hover:text-bg" href="/technical/">Tech</a><a class="border border-gold/50 px-3 py-1.5 text-gold transition hover:bg-gold hover:text-bg" href="/login/">Console</a></div></header><div class="mx-auto max-w-7xl px-6 pt-10"><p class="text-[10.5px] uppercase tracking-[0.14em]"><a class="text-teal transition hover:text-red" href="/technical/">← technical walkthrough</a></p><p class="label-red mb-2 mt-4">System design</p><h1 class="mb-3 text-2xl font-medium uppercase tracking-[0.03em] text-ink">System Design Workflow</h1><p class="mb-8 max-w-2xl text-[12.5px] leading-relaxed text-dim">The diagram is the fast reference for explaining the product out loud or to a driver-facing engineer. The breakdown underneath it is the same workflow with the exact file, function, and parameter behind every box, for anyone who wants to check the code directly.</p><div class="flex flex-col gap-6"><div class="border border-rule bg-bg p-6"><p class="mb-1 text-[9px] uppercase tracking-[0.16em] text-red">Visual reference</p><h2 class="mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink">Radio call → verdict, top to bottom</h2><p class="mb-5 max-w-2xl text-[11.5px] leading-relaxed text-dim">One audio clip splits into two model paths, merges into a single structured record, runs through four independent evidence checks in parallel, and converges into one verdict. Nothing here is a single black-box score — every arrow is a real function call, mapped out in detail underneath the diagram.</p><div class="overflow-x-auto"><svg viewBox="0 0 1200 1020" class="h-auto w-full min-w-[860px]" role="img" aria-label="ApexSignal system design flowchart: radio audio flows through ASR, tone, and classifier models into a Radio Analysis Output record, which feeds four evidence-engine checks that converge into a final Incident Assessment shown on the engineer's screen."><defs><marker id="flow-arrow" viewBox="0 0 10 10" refX="8" refY="5" markerWidth="7" markerHeight="7" orient="auto-start-reverse"><path d="M0,0 L10,5 L0,10 z" fill="#4a4a4a"></path></marker></defs><g><path d="M 580 90 L 580 120 L 220 120 L 220 150" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path><text x="408" y="114" font-size="10" fill="#767676" font-family="'JetBrains Mono', monospace">same clip</text></g><g><path d="M 580 90 L 580 120 L 940 120 L 940 150" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path><text x="768" y="114" font-size="10" fill="#767676" font-family="'JetBrains Mono', monospace">same clip</text></g><g><path d="M 220 234 L 220 292" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path><text x="228" y="257" font-size="10" fill="#767676" font-family="'JetBrains Mono', monospace">transcript</text></g><g><path d="M 220 376 L 220 405 L 580 405 L 580 434" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 940 234 L 940 334 L 580 334 L 580 434" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 518 L 580 567 L 147.5 567 L 147.5 616" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 518 L 580 567 L 442.5 567 L 442.5 616" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 518 L 580 567 L 737.5 567 L 737.5 616" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 518 L 580 567 L 1032.5 567 L 1032.5 616" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 147.5 708 L 147.5 745 L 580 745 L 580 782" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 442.5 708 L 442.5 745 L 580 745 L 580 782" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 737.5 708 L 737.5 745 L 580 745 L 580 782" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 1032.5 708 L 1032.5 745 L 580 745 L 580 782" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><g><path d="M 580 866 L 580 924" fill="none" stroke="#4a4a4a" stroke-width="1.5" marker-end="url(#flow-arrow)"></path></g><text x="600" y="598" text-anchor="middle" font-size="10.5" letter-spacing="1.5" fill="#00d2be" font-family="'JetBrains Mono', monospace">EVIDENCE ENGINE — PLAIN MATH, NOT AI, ALL FOUR RUN INDEPENDENTLY</text><rect x="0" y="608" width="1200" height="110" fill="none" stroke="#00d2be" stroke-opacity="0.25" stroke-dasharray="4 4"></rect><g><rect x="440" y="20" width="280" height="70" rx="2" class="bg-bg2 border-dim2" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#4a4a4a"></rect><foreignObject x="440" y="20" width="280" height="70"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Driver Radio Call</span><span class="mt-0.5 text-[10px] text-dim">raw audio in</span></div></foreignObject></g><g><rect x="60" y="150" width="320" height="84" rx="2" class="bg-red/5 border-red/60" 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tracking-[0.03em] text-ink">Tone / Voice Scoring</span><span class="mt-0.5 text-[10px] text-dim">VoiceCLAP encoder</span></div></foreignObject></g><g><rect x="60" y="292" width="320" height="84" rx="2" class="bg-red/5 border-red/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#e10600"></rect><foreignObject x="60" y="292" width="320" height="84"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="mb-1 text-[8px] uppercase tracking-[0.14em] text-red">AI model</span><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Complaint Classifier</span><span class="mt-0.5 text-[10px] text-dim">embedding similarity</span></div></foreignObject></g><g><rect x="440" y="434" width="280" height="84" rx="2" class="bg-gold/5 border-gold/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#ffd60a"></rect><foreignObject x="440" y="434" width="280" height="84"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="mb-1 text-[8px] uppercase tracking-[0.14em] text-gold">data contract</span><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Radio Analysis Output</span><span class="mt-0.5 text-[10px] text-dim">transcript + tone + category (JSON)</span></div></foreignObject></g><g><rect x="10" y="616" width="275" height="92" rx="2" class="bg-teal/5 border-teal/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#00d2be"></rect><foreignObject x="10" y="616" width="275" height="92"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Own-Baseline Check</span><span class="mt-0.5 text-[10px] text-dim">this lap vs. driver's own last 5</span></div></foreignObject></g><g><rect x="305" y="616" width="275" height="92" rx="2" class="bg-teal/5 border-teal/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#00d2be"></rect><foreignObject x="305" y="616" width="275" height="92"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Historical Memory Match</span><span class="mt-0.5 text-[10px] text-dim">similar past incidents</span></div></foreignObject></g><g><rect x="600" y="616" width="275" height="92" rx="2" class="bg-teal/5 border-teal/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#00d2be"></rect><foreignObject x="600" y="616" width="275" height="92"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Lead-Time Measurement</span><span class="mt-0.5 text-[10px] text-dim">seconds of driver warning</span></div></foreignObject></g><g><rect x="895" y="616" width="275" height="92" rx="2" class="bg-teal/5 border-teal/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#00d2be"></rect><foreignObject x="895" y="616" width="275" height="92"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Recurrence Check</span><span class="mt-0.5 text-[10px] text-dim">"again" / "still" wording</span></div></foreignObject></g><g><rect x="440" y="782" width="280" height="84" rx="2" class="bg-gold/5 border-gold/60" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#ffd60a"></rect><foreignObject x="440" y="782" width="280" height="84"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="mb-1 text-[8px] uppercase tracking-[0.14em] text-gold">data contract</span><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Incident Assessment</span><span class="mt-0.5 text-[10px] text-dim">one verdict, evidence attached</span></div></foreignObject></g><g><rect x="440" y="924" width="280" height="70" rx="2" class="bg-bg2 border-dim2" fill="currentColor" fill-opacity="0.04" stroke="currentColor" stroke-width="1.25" style="color:#4a4a4a"></rect><foreignObject x="440" y="924" width="280" height="70"><div class="flex h-full w-full flex-col items-center justify-center px-3 text-center"><span class="text-[12px] font-medium uppercase tracking-[0.03em] text-ink">Engineer's Screen</span><span class="mt-0.5 text-[10px] text-dim">Pit-Wall Incident Inspector</span></div></foreignObject></g></svg></div><div class="mt-5 flex flex-wrap gap-4 border-t border-rule pt-4"><span class="flex items-center gap-2 text-[10px] uppercase tracking-[0.1em] text-dim"><span class="h-2.5 w-2.5 border border-dim2"></span>input / screen</span><span class="flex items-center gap-2 text-[10px] uppercase tracking-[0.1em] text-dim"><span class="h-2.5 w-2.5 border border-red/60"></span>AI model (learned)</span><span class="flex items-center gap-2 text-[10px] uppercase tracking-[0.1em] text-dim"><span class="h-2.5 w-2.5 border border-teal/60"></span>evidence engine (classical math)</span><span class="flex items-center gap-2 text-[10px] uppercase tracking-[0.1em] text-dim"><span class="h-2.5 w-2.5 border border-gold/60"></span>data contract (JSON handoff)</span></div></div><div class="border border-rule bg-bg p-6"><p class="mb-1 text-[9px] uppercase tracking-[0.16em] text-red">For technical Q&A</p><h2 class="mb-1 text-lg font-medium uppercase tracking-[0.03em] text-ink">System Design Workflow</h2><p class="mb-6 max-w-2xl text-[11.5px] leading-relaxed text-dim">What happens, in order, when a radio call comes in — and exactly which file and function does it. Every parameter below is a real, measured value, not a placeholder.</p><div class="flex flex-col gap-5"><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">01</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Audio in → Transcription</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">The driver's radio call (raw audio) is converted into text. This is the “translation” step — speech to words.</p><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">model </span>distil-whisper/distil-large-v3.5-ct2 (via faster-whisper)</p><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/radio_ai/app/asr.py → transcribe()</code></p><p class="text-[10px] text-dim"><span class="text-teal">parameters live in </span><code class="text-ink">Model ID + pinned version: services/radio_ai/app/config.py → ModelConfig</code></p></div></div><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">02</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Tone / Voice Analysis</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">The raw audio itself (not the words) is scored for how the driver sounds — calm, stressed, or tired.</p><ul class="mt-3 flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>Arousal — how excited/tense the voice sounds</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>Fatigue_Exhaustion — how tired the voice sounds</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>Recording_Quality — how clean the audio is</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>Background_Noise — how much noise is in the clip</li></ul><p class="mt-3 border-l-2 border-gold/50 bg-gold/5 py-1.5 pl-3 text-[10.5px] leading-relaxed text-gold">Fatigue ≥ 1.1 → FATIGUED. Else if Arousal ≥ 2.565 → ELEVATED_AROUSAL. Else → CALM. Low quality/high noise doesn't change the label — it lowers the confidence score instead.</p><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">model </span>laion/voiceclap-commercial (encoder + attribute heads)</p><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/radio_ai/app/tone.py → score_waveform(), map_to_label()</code></p><p class="text-[10px] text-dim"><span class="text-teal">parameters live in </span><code class="text-ink">services/radio_ai/app/config.py → ToneThresholds class — Arousal threshold 2.565, Fatigue threshold 1.1</code></p></div></div><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">03</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Complaint Category</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">The transcribed words are matched against 5 fixed problem categories — sorted, not diagnosed.</p><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">model </span>sentence-transformers/all-MiniLM-L6-v2 (embedding + prototype similarity)</p><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/radio_ai/app/complaint_classifier.py → classify()</code></p><p class="text-[10px] text-dim"><span class="text-teal">parameters live in </span><code class="text-ink">services/radio_ai/app/config.py → ClassifierConfig class — 5 category descriptions + similarity margin 0.16</code></p></div></div><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">04</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Evidence Engine — the solution being generated</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">This is where the actual answer gets built: is the car really behaving differently, has this happened before, and how much warning did the call give. Plain statistics, not a model.</p><ul class="mt-3 flex flex-col gap-1"><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>baseline.py → compare_to_baseline() — this lap vs. the driver's own last 5 laps at this corner</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>retrieval.py → best_match() — search past incidents for a similar report</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>lead_time.py → measure_lead_time() — seconds between the call and the measurable change</li><li class="pl-3 text-[10.5px] leading-relaxed text-dim"><span class="mr-2 text-teal">·</span>recurrence.py → assess_recurrence() — does the driver's own wording say “again”/“still”</li></ul><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/evidence_memory/</code></p></div></div><div class="border border-rule bg-bg2 p-4"><div class="flex items-baseline gap-3"><span class="text-[10px] text-red">05</span><p class="text-[12.5px] font-medium uppercase tracking-[0.04em] text-ink">Final Output → Incident Assessment</p></div><p class="mt-2 text-[11.5px] leading-relaxed text-dim">Everything above is combined into one verdict — sent to the dashboard as a single JSON record, never a raw score.</p><div class="mt-3 flex flex-col gap-1 border-t border-rule pt-3"><p class="text-[10px] text-dim"><span class="text-teal">where in code </span><code class="text-ink">services/core_api/app/pipeline.py → evaluate_incident()</code></p><p class="text-[10px] text-dim"><span class="text-teal">parameters live in </span><code class="text-ink">Served over HTTP by services/core_api/app/main.py → /v1/incidents/{id}</code></p></div></div></div></div></div></div></main><!--$--><!--/$--><script src="/_next/static/chunks/310vm2bl3xxpt.js" id="_R_" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,"1:\"$Sreact.fragment\"\n2:I[39756,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n3:I[58298,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/0o30atouitu-3.js\"],\"default\"]\n4:I[37457,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\"]\n5:I[22016,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/2p594__5egvvs.js\"],\"\"]\n6:I[18993,[\"/_next/static/chunks/3fntmmi971322.js\",\"/_next/static/chunks/2p594__5egvvs.js\"],\"TopBar\"]\n29:I[68027,[\"/_next/static/chunks/3fntmmi971322.js\"],\"default\",1]\n:HL[\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"style\"]\n:HL[\"/_next/static/media/051742360c26797e-s.p.1bkzbscqrt8rl.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n27:X\n0:{\"P\":null,\"c\":[\"\",\"technical\",\"system-design-workflow\",\"\"],\"q\":\"\",\"i\":false,\"f\":[[[\"\",{\"children\":[\"technical\",{\"children\":[\"system-design-workflow\",{\"children\":[\"__PAGE__\",{},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4624],[[\"$\",\"$1\",\"c\",{\"children\":[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/chunks/0-9w4s7c6xtvk.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/3fntmmi971322.js\",\"async\":true,\"nonce\":\"$undefined\"}]],[\"$\",\"html\",null,{\"lang\":\"en\",\"className\":\"jetbrains_mono_68d574a-module__ggYvfa__variable\",\"children\":[\"$\",\"body\",null,{\"children\":[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$3\",\"errorStyles\":[],\"errorScripts\":[[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/chunks/0o30atouitu-3.js\",\"async\":true}]],\"template\":[\"$\",\"$L4\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[\"$\",\"main\",null,{\"className\":\"flex min-h-screen flex-col items-center justify-center gap-4 bg-bg px-6 text-center\",\"children\":[[\"$\",\"p\",null,{\"className\":\"label-red\",\"children\":\"404\"}],[\"$\",\"h1\",null,{\"className\":\"text-xl font-medium uppercase tracking-[0.03em] text-ink\",\"children\":\"No incident at this address\"}],[\"$\",\"p\",null,{\"className\":\"max-w-md text-[12.5px] leading-relaxed text-dim\",\"children\":\"This route is not part of the ApexSignal pit-wall replay. 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technical/{system-design-workflow.txt → system-design-workflow/index.txt}
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