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<!DOCTYPE html>
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<title>Proposal: Kompress-Ultra for Headroom</title>
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<meta name="description" content="Integrating kompress-ultra context management into Headroom. Solve context bloat with asymmetric loss modulation. 78% token savings, 0.993 exact-keep rate.">
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K
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<span class="font-bold text-white tracking-tight font-title text-lg">kompress-ultra</span>
<span class="text-xs text-slate-500 block">for Headroom</span>
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<a href="https://kompress.vaked.dev/paper/main.pdf" target="_blank" rel="noopener noreferrer" class="flex items-center gap-2 text-sm text-slate-400 hover:text-white transition-colors bg-slate-900/50 hover:bg-slate-900 px-4 py-2 rounded-lg border border-slate-800" aria-label="Read academic paper (opens in new tab)">
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Headroom RFC / Proposal
</div>
<h1 data-i18n="hero_title" class="text-4xl md:text-6xl font-extrabold text-white font-title tracking-tight leading-tight mb-6">
Asymmetric Loss Modulation for <span class="gradient-text">Context Compression</span>
</h1>
<p data-i18n="hero_desc" class="text-lg md:text-xl text-slate-400 font-light mb-8 leading-relaxed">
Integrating learned context-pruning into <a href="https://github.com/headroomlabs-ai/headroom" target="_blank" rel="noopener noreferrer" class="text-brand-cyan hover:underline font-semibold">Headroom</a>. Achieve <strong class="text-white">~78% token savings</strong> and <strong class="text-white">~75% latency reduction</strong> while maintaining a near-perfect <strong class="text-brand-cyan">0.993 exact-keep rate</strong> on critical reasoning tokens.
</p>
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<span class="text-xs text-slate-400 block uppercase tracking-wider">Token Savings</span>
<span class="text-lg font-bold text-brand-cyan">78%<a href="https://kompress.vaked.dev/paper/main.pdf#page=14" target="_blank" rel="noopener noreferrer" class="cite-link" title="See Section 4.8 / Table 7 on Page 14">[Paper p.14]</a></span>
</div>
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<span class="text-xs text-slate-400 block uppercase tracking-wider">Latency Delta</span>
<span class="text-lg font-bold text-brand-blue">-75%<a href="https://kompress.vaked.dev/paper/main.pdf#page=14" target="_blank" rel="noopener noreferrer" class="cite-link" title="See Section 4.8 on Page 14">[Paper p.14]</a></span>
</div>
<div class="bg-slate-95 border border-slate-800 px-4 py-2.5 rounded-xl text-center">
<span class="text-xs text-slate-400 block uppercase tracking-wider">Exact Keep Rate</span>
<span class="text-lg font-bold text-brand-emerald">0.993<a href="https://kompress.vaked.dev/paper/main.pdf#page=16" target="_blank" rel="noopener noreferrer" class="cite-link" title="See Table 10 on Page 16">[Paper p.16]</a></span>
</div>
</div>
</div>
</section>
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BUILT IN PUBLIC
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<span class="text-[10px] text-slate-500 font-mono">Last verified: 2026-06-29</span>
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<h2 class="text-xl font-bold text-white font-title mb-2">Provenance & Build Transparency</h2>
<p class="text-sm text-slate-400 mb-8 leading-relaxed max-w-3xl">
This proposal was autonomously generated and iterated by a swarm of coding agent loops.
Every training run, evaluation metric, and code artifact is publicly verifiable.
Nothing is claimed that cannot be traced to an on-repo artifact.
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<span class="text-brand-cyan mt-0.5">1.</span>
<div>
<span class="text-white font-semibold">loopkit</span> orchestrates 4-phase autonomous training runs<br>
<a href="https://github.com/peterlodri-sec/loopkit" target="_blank" rel="noopener noreferrer" class="text-slate-500 hover:text-brand-cyan transition-colors">github.com/peterlodri-sec/loopkit</a>
</div>
</div>
<div class="flex items-start gap-2.5">
<span class="text-brand-cyan mt-0.5">2.</span>
<div>
<span class="text-white font-semibold">kompress-v8</span> trained on ModernBERT-149M with LoRA (last 4 attn layers)<br>
<a href="https://huggingface.co/PeetPedro/kompress-v8" target="_blank" rel="noopener noreferrer" class="text-slate-500 hover:text-brand-cyan transition-colors">huggingface.co/PeetPedro/kompress-v8</a>
</div>
</div>
<div class="flex items-start gap-2.5">
<span class="text-brand-cyan mt-0.5">3.</span>
<div>
<span class="text-white font-semibold">ultrawhale-dogfood</span> dataset curated from real agent sessions<br>
<a href="https://huggingface.co/datasets/PeetPedro/ultrawhale-dogfood/viewer" target="_blank" rel="noopener noreferrer" class="text-slate-500 hover:text-brand-cyan transition-colors">huggingface.co/datasets/PeetPedro/ultrawhale-dogfood</a>
</div>
</div>
<div class="flex items-start gap-2.5">
<span class="text-brand-cyan mt-0.5">4.</span>
<div>
<span class="text-white font-semibold">evaluation</span> on Heretic adversarial benchmark<br>
<a href="https://kompress.vaked.dev/paper/main.pdf#page=16" target="_blank" rel="noopener noreferrer" class="text-slate-500 hover:text-brand-cyan transition-colors">Paper Table 10, p.16</a>
</div>
</div>
</div>
</div>
<!-- Training Cost Transparency -->
<div class="space-y-4">
<div class="flex items-center gap-2 text-brand-blue">
<i data-lucide="coins" class="w-4 h-4" aria-hidden="true"></i>
<span class="text-xs font-bold uppercase tracking-wider">Training Transparency</span>
</div>
<div class="space-y-2.5 text-[11px]">
<div class="flex justify-between items-center py-1.5 border-b border-slate-900/60">
<span class="text-slate-400 font-mono">Backbone</span>
<span class="text-white font-mono font-semibold">ModernBERT-149M</span>
</div>
<div class="flex justify-between items-center py-1.5 border-b border-slate-900/60">
<span class="text-slate-400 font-mono">Fine-tuning</span>
<span class="text-white font-mono font-semibold">LoRA r=16, 4 layers</span>
</div>
<div class="flex justify-between items-center py-1.5 border-b border-slate-900/60">
<span class="text-slate-400 font-mono">Asymmetric Penalty</span>
<span class="text-brand-cyan font-mono font-semibold">λ = 3.0</span>
</div>
<div class="flex justify-between items-center py-1.5 border-b border-slate-900/60">
<span class="text-slate-400 font-mono">Modulation Gate</span>
<span class="text-brand-blue font-mono font-semibold">γ = 1.0</span>
</div>
<div class="flex justify-between items-center py-1.5 border-b border-slate-900/60">
<span class="text-slate-400 font-mono">Inference Latency</span>
<span class="text-brand-cyan font-mono font-semibold">97ms (CPU)</span>
</div>
<div class="flex justify-between items-center py-1.5">
<span class="text-slate-400 font-mono">License</span>
<span class="text-white font-mono font-semibold">Apache 2.0</span>
</div>
</div>
</div>
<!-- Artifact Verification -->
<div class="space-y-4">
<div class="flex items-center gap-2 text-brand-emerald">
<i data-lucide="shield-check" class="w-4 h-4" aria-hidden="true"></i>
<span class="text-xs font-bold uppercase tracking-wider">Verified Artifacts</span>
</div>
<div class="space-y-2 text-[11px] font-mono">
<a href="https://github.com/peterlodri-sec/ultrameshai" target="_blank" rel="noopener noreferrer" class="flex items-center gap-2 p-2.5 rounded-lg bg-slate-900/40 border border-slate-800 hover:border-brand-emerald/30 transition-all group">
<i data-lucide="git-branch" class="w-3.5 h-3.5 text-slate-500 group-hover:text-brand-emerald transition-colors" aria-hidden="true"></i>
<div>
<span class="text-white group-hover:text-brand-emerald transition-colors font-semibold block">Source Code</span>
<span class="text-slate-500 text-[10px]">ultrameshai repo (public)</span>
</div>
</a>
<a href="https://kompress.vaked.dev/paper/main.pdf" target="_blank" rel="noopener noreferrer" class="flex items-center gap-2 p-2.5 rounded-lg bg-slate-900/40 border border-slate-800 hover:border-brand-emerald/30 transition-all group">
<i data-lucide="file-text" class="w-3.5 h-3.5 text-slate-500 group-hover:text-brand-emerald transition-colors" aria-hidden="true"></i>
<div>
<span class="text-white group-hover:text-brand-emerald transition-colors font-semibold block">Research Paper</span>
<span class="text-slate-500 text-[10px]">PDF with full proofs</span>
</div>
</a>
<a href="https://huggingface.co/PeetPedro/kompress-v8" target="_blank" rel="noopener noreferrer" class="flex items-center gap-2 p-2.5 rounded-lg bg-slate-900/40 border border-slate-800 hover:border-brand-emerald/30 transition-all group">
<i data-lucide="brain" class="w-3.5 h-3.5 text-slate-500 group-hover:text-brand-emerald transition-colors" aria-hidden="true"></i>
<div>
<span class="text-white group-hover:text-brand-emerald transition-colors font-semibold block">Model Weights</span>
<span class="text-slate-500 text-[10px]">HuggingFace (public)</span>
</div>
</a>
<a href="https://pocoo.vaked.dev" target="_blank" rel="noopener noreferrer" class="flex items-center gap-2 p-2.5 rounded-lg bg-slate-900/40 border border-slate-800 hover:border-brand-emerald/30 transition-all group">
<i data-lucide="activity" class="w-3.5 h-3.5 text-slate-500 group-hover:text-brand-emerald transition-colors" aria-hidden="true"></i>
<div>
<span class="text-white group-hover:text-brand-emerald transition-colors font-semibold block">Experiment Logs</span>
<span class="text-slate-500 text-[10px]">pocoo.vaked.dev (public)</span>
</div>
</a>
</div>
</div>
</div>
<!-- Agent Attribution -->
<div class="mt-8 pt-6 border-t border-slate-900/60 flex flex-wrap items-center gap-4 text-[10px] text-slate-500 font-mono">
<span class="flex items-center gap-1.5">
<i data-lucide="bot" class="w-3.5 h-3.5 text-slate-600" aria-hidden="true"></i>
Built by: <a href="https://github.com/charmbracelet/crush" target="_blank" rel="noopener noreferrer" class="text-slate-400 hover:text-brand-cyan transition-colors underline underline-offset-2 decoration-slate-600 hover:decoration-brand-cyan">Crush</a> + <a href="https://opencode.ai" target="_blank" rel="noopener noreferrer" class="text-slate-400 hover:text-brand-cyan transition-colors underline underline-offset-2 decoration-slate-600 hover:decoration-brand-cyan">OpenCode</a> agent loops
</span>
<span class="flex items-center gap-1.5">
<i data-lucide="clock" class="w-3.5 h-3.5 text-slate-600" aria-hidden="true"></i>
<span class="text-slate-400">15 min, 3 rounds, fully autonomous</span>
</span>
<span class="flex items-center gap-1.5">
<i data-lucide="lock" class="w-3.5 h-3.5 text-slate-600" aria-hidden="true"></i>
<span class="text-slate-400">No tracking, no cookies, no ads</span>
</span>
</div>
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</section>
<!-- Main Content -->
<main class="max-w-6xl mx-auto px-6 pb-32 grid grid-cols-1 lg:grid-cols-12 gap-10">
<!-- Sidebar / Navigation -->
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<nav class="space-y-1">
<a href="#playground" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="play" class="w-4 h-4" aria-hidden="true"></i> Playground
</a>
<a href="#paradox" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="shuffle" class="w-4 h-4" aria-hidden="true"></i> Voting Paradox
</a>
<a href="#theory" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="book-open" class="w-4 h-4" aria-hidden="true"></i> Theoretical Core
</a>
<a href="#vakedc" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="network" class="w-4 h-4" aria-hidden="true"></i> Vaked Capability
</a>
<a href="#architecture" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="cpu" class="w-4 h-4" aria-hidden="true"></i> Model Architecture
</a>
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<i data-lucide="bar-chart-2" class="w-4 h-4" aria-hidden="true"></i> Benchmarks
</a>
<a href="#data-dashboard" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="line-chart" class="w-4 h-4" aria-hidden="true"></i> Loss & Attention Wiz
</a>
<a href="#proposal" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="send" class="w-4 h-4" aria-hidden="true"></i> Headroom Integration
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</a>
<a href="#telemetry" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="activity" class="w-4 h-4" aria-hidden="true"></i> Academic Telemetry
</a>
<a href="#provenance" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="shield-check" class="w-4 h-4" aria-hidden="true"></i> Provenance
</a>
<a href="#glossary" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="help-circle" class="w-4 h-4" aria-hidden="true"></i> Glossary
</a>
<a href="#ecosystem" class="flex items-center gap-3 px-4 py-2.5 rounded-lg text-sm font-medium text-slate-400 hover:text-white hover:bg-slate-900/50 transition-all">
<i data-lucide="database" class="w-4 h-4" aria-hidden="true"></i> Ecosystem Artifacts
</a>
</nav>
</aside>
<!-- Document Sections -->
<div class="lg:col-span-9 space-y-24">
<!-- Interactive Playground -->
<section id="playground" class="scroll-mt-24">
<div class="gradient-border">
<div class="p-8 bg-slate-955/40 rounded-[15px]">
<h2 data-i18n="playground_title" class="text-2xl font-bold text-white font-title mb-2 flex items-center gap-3">
<i data-lucide="sparkles" class="text-brand-cyan w-6 h-6" aria-hidden="true"></i>
Interactive Kompress-Ultra Playground
</h2>
<p data-i18n="playground_desc" class="text-sm text-slate-400 mb-6">
Type or select a preset below. Watch the pruner and rewriter compress your <a href="#glossary" class="text-brand-cyan hover:underline decoration-dashed decoration-1">chat history</a> in real-time, preserving the <a href="#glossary" class="text-brand-cyan hover:underline decoration-dashed decoration-1">critical-syntactic safety floor ($T_{\text{crit}}$)</a>.
</p>
<div class="space-y-6">
<div>
<label class="text-xs font-semibold uppercase tracking-wider text-slate-500 block mb-2" id="preset-label">Select a Preset or Type Below</label>
<div class="grid grid-cols-2 sm:grid-cols-5 gap-2 mb-3" role="group" aria-labelledby="preset-label">
<button onclick="loadPreset('auth')" class="text-left text-[11px] bg-slate-900 hover:bg-slate-800 p-2 rounded-lg border border-slate-800 hover:border-brand-cyan/30 transition-all leading-tight">
<strong class="text-white block mb-0.5">OAuth2 Setup</strong>
"I would be happy..."
</button>
<button onclick="loadPreset('error')" class="text-left text-[11px] bg-slate-900 hover:bg-slate-800 p-2 rounded-lg border border-slate-800 hover:border-brand-cyan/30 transition-all leading-tight">
<strong class="text-white block mb-0.5">Compiler Error</strong>
"Looking at the logs..."
</button>
<button onclick="loadPreset('bash')" class="text-left text-[11px] bg-slate-900 hover:bg-slate-800 p-2 rounded-lg border border-slate-800 hover:border-brand-cyan/30 transition-all leading-tight">
<strong class="text-white block mb-0.5">Tool Output</strong>
"I ran the bash..."
</button>
<button onclick="loadPreset('git')" class="text-left text-[11px] bg-slate-900 hover:bg-slate-800 p-2 rounded-lg border border-slate-800 hover:border-brand-cyan/30 transition-all leading-tight">
<strong class="text-white block mb-0.5">Git Diff</strong>
"git diff show..."
</button>
<button onclick="loadPreset('docker')" class="text-left text-[11px] bg-slate-900 hover:bg-slate-800 p-2 rounded-lg border border-slate-800 hover:border-brand-cyan/30 transition-all leading-tight">
<strong class="text-white block mb-0.5">Docker Build</strong>
"docker build -t..."
</button>
</div>
<textarea id="playground-input" oninput="triggerCompression()" rows="3" class="w-full bg-slate-900/80 border border-slate-800 rounded-lg p-4 text-sm text-white font-mono focus:outline-none focus:border-brand-cyan transition-all" placeholder="Type a message to compress..." aria-label="Playground input text"></textarea>
<div id="playground-error" class="hidden text-xs text-red-400 font-mono mt-2 flex items-center gap-2 bg-red-500/5 p-3 rounded-lg border border-red-500/10" role="alert">
<i data-lucide="alert-triangle" class="w-4 h-4 text-red-450 animate-bounce" aria-hidden="true"></i>
<span id="playground-error-text"></span>
</div>
</div>
<div class="flex justify-between items-center flex-wrap gap-4">
<div class="flex items-center gap-6 text-xs text-slate-400" role="status">
<div>Original: <span id="original-tokens" class="text-white font-semibold">0</span> tokens</div>
<div>Compressed: <span id="compressed-tokens" class="text-brand-cyan font-semibold">0</span> tokens</div>
<div class="bg-brand-cyan/10 text-brand-cyan px-2 py-0.5 rounded-full font-semibold"><span id="savings-pct">0</span>% Saved</div>
</div>
<div class="flex items-center gap-2 text-xs text-brand-cyan bg-brand-cyan/10 px-3 py-1.5 rounded-lg border border-brand-cyan/20" aria-label="Latency">
<span class="w-1.5 h-1.5 rounded-full bg-brand-cyan animate-pulse" aria-hidden="true"></span>
Real-time (97ms)
</div>
</div>
<!-- Chat-Bubble Comparison Display -->
<div class="space-y-4 pt-4 border-t border-slate-900">
<!-- Verbose Chat Bubble (Before) -->
<div class="flex items-start gap-3">
<div class="w-8 h-8 rounded-full bg-slate-800 flex items-center justify-center text-xs font-bold text-slate-400 shrink-0" aria-hidden="true">V</div>
<div class="bg-slate-900/60 p-4 rounded-2xl rounded-tl-none border border-slate-800/80 max-w-[85%]">
<span class="text-[9px] uppercase tracking-wider text-slate-500 font-semibold block mb-1.5">Verbose Input (Prior Turns + Context)</span>
<div id="pruner-output" class="text-xs font-sans leading-relaxed text-slate-300"></div>
</div>
</div>
<!-- Compressed Chat Bubble (After) -->
<div class="flex items-start gap-3 justify-end">
<div class="bg-brand-cyan/5 p-4 rounded-2xl rounded-tr-none border border-brand-cyan/20 max-w-[85%] text-left w-full">
<div class="flex justify-between items-center mb-1.5">
<span class="text-[9px] uppercase tracking-wider text-brand-cyan font-semibold">Optimized Prompt (Passed to LLM)</span>
<button onclick="copyOptimizedPrompt()" class="text-[9px] text-brand-cyan hover:text-white bg-brand-cyan/10 hover:bg-brand-cyan/25 px-2 py-0.5 rounded flex items-center gap-1 font-sans transition-all" aria-label="Copy optimized prompt to clipboard">
<i data-lucide="copy" class="w-3 h-3" aria-hidden="true"></i> Copy
</button>
</div>
<div id="rewriter-output" class="text-xs font-mono leading-relaxed text-brand-cyan break-all"></div>
</div>
<div class="w-8 h-8 rounded-full bg-gradient-to-tr from-brand-cyan to-brand-blue flex items-center justify-center text-xs font-bold text-dark shrink-0 font-title" aria-hidden="true">K</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Real-Time Context Compressor -->
<section id="live-compressor" class="scroll-mt-24">
<div class="gradient-border">
<div class="p-8 bg-slate-955/40 rounded-[15px] space-y-6">
<div class="flex justify-between items-start flex-wrap gap-4">
<div>
<div class="flex flex-wrap items-center gap-2 mb-2">
<span class="text-[10px] bg-brand-cyan/10 text-brand-cyan/80 px-2.5 py-0.5 rounded-full font-mono inline-flex items-center gap-1">
<i data-lucide="refresh-cw" class="w-3 h-3 text-brand-cyan animate-spin" style="animation-duration: 3s;" aria-hidden="true"></i>
This is live feeding: a ralph-loop is running on each input-output loop
</span>
</div>
<h2 data-i18n="compressor_title" class="text-2xl font-bold text-white font-title mb-2 flex items-center gap-3">
<i data-lucide="shrink" class="text-brand-cyan w-6 h-6" aria-hidden="true"></i>
Real-Time Context Compressor
</h2>
<p data-i18n="compressor_desc" class="text-sm text-slate-400">
Paste your prompt, logs, or code below (up to 5,000 characters). Our engine will strip filler words and optimize the structure, preserving all critical tokens.
</p>
</div>
<span class="text-xs bg-slate-900 border border-slate-800 text-slate-400 px-3 py-1 rounded-full font-mono flex items-center gap-1.5">
<span class="w-2 h-2 rounded-full bg-emerald-500 animate-pulse" aria-hidden="true"></span>
Live Engine
</span>
</div>
<!-- Live Dogfood Presets -->
<div class="flex flex-wrap items-center gap-3 bg-slate-950/40 p-4 rounded-xl border border-slate-900">
<span class="text-[10px] font-mono text-slate-500 uppercase tracking-wider flex items-center gap-1.5">
<i data-lucide="database" class="w-3.5 h-3.5 text-brand-cyan" aria-hidden="true"></i>
Live Dogfood Presets (PeetPedro/ultrawhale-dogfood)
</span>
<div class="flex flex-wrap gap-2">
<button onclick="loadDogfoodPreset('cli')" class="text-[10px] font-mono px-3 py-1.5 rounded-lg bg-slate-900 border border-slate-800 hover:border-brand-cyan/40 text-slate-300 transition-all cursor-pointer">
Agent CLI Log
</button>
<button onclick="loadDogfoodPreset('a2a')" class="text-[10px] font-mono px-3 py-1.5 rounded-lg bg-slate-900 border border-slate-800 hover:border-brand-cyan/40 text-slate-300 transition-all cursor-pointer">
A2A Chat Trace
</button>
<button onclick="loadDogfoodPreset('compiler')" class="text-[10px] font-mono px-3 py-1.5 rounded-lg bg-slate-900 border border-slate-800 hover:border-brand-cyan/40 text-slate-300 transition-all cursor-pointer">
Rust Compiler Output
</button>
</div>
</div>
<div class="grid grid-cols-1 md:grid-cols-2 gap-6">
<!-- Input Area -->
<div class="space-y-2">
<div class="flex justify-between items-center text-xs">
<span class="text-slate-400 font-semibold uppercase tracking-wider">Raw Input</span>
<span id="compressor-char-counter" class="text-slate-500">0 / 5,000 chars</span>
</div>
<div class="relative">
<textarea id="compressor-input" maxlength="5000" rows="10"
class="w-full bg-slate-900/80 border border-slate-800 rounded-lg p-4 text-xs text-white font-mono focus:outline-none focus:border-brand-cyan transition-all placeholder:text-slate-600"
placeholder="Paste your long prompt, system instructions, or system logs here..."
aria-label="Compressor input text"
oninput="updateCompressorCharCount()"></textarea>
</div>
<button onclick="runContextCompression()"
class="w-full py-3 px-4 bg-gradient-to-r from-brand-cyan to-brand-blue text-dark font-semibold rounded-lg text-sm hover:opacity-90 active:scale-[0.98] transition-all flex items-center justify-center gap-2 cursor-pointer">
<i data-lucide="play" class="w-4 h-4" aria-hidden="true"></i>
Compress Context
</button>
</div>
<!-- Output Area -->
<div class="space-y-2 flex flex-col justify-between">
<div class="space-y-2 flex-grow">
<div class="flex justify-between items-center text-xs">
<span class="text-brand-cyan font-semibold uppercase tracking-wider">Compressed Output</span>
<button onclick="copyCompressedOutput()" id="compressor-copy-btn"
class="text-xs text-brand-cyan hover:text-white bg-brand-cyan/10 hover:bg-brand-cyan/25 px-3 py-1 rounded flex items-center gap-1.5 transition-all cursor-pointer">
<i data-lucide="copy" class="w-3.5 h-3.5" aria-hidden="true"></i> Copy Result
</button>
</div>
<div class="relative h-[230px] md:h-[258px]">
<div id="compressor-output"
class="w-full h-full bg-slate-950/80 border border-slate-900 rounded-lg p-4 text-xs text-slate-300 font-mono overflow-y-auto whitespace-pre-wrap select-text selection:bg-brand-cyan/20"></div>
<div id="compressor-placeholder" class="absolute inset-0 flex flex-col items-center justify-center text-slate-600 pointer-events-none">
<i data-lucide="terminal" class="w-8 h-8 mb-2" aria-hidden="true"></i>
<span class="text-xs">Compressed text will appear here</span>
</div>
</div>
</div>
<!-- Stats Panel -->
<div class="grid grid-cols-3 gap-4 mt-4 bg-slate-900/50 border border-slate-800/85 p-4 rounded-xl">
<div class="text-center">
<span class="text-[10px] text-slate-500 uppercase tracking-wider block">Before</span>
<span id="compressor-stats-before" class="text-sm font-mono font-bold text-white">-</span>
<span class="text-[9px] text-slate-500 block">tokens</span>
</div>
<div class="text-center border-x border-slate-800">
<span class="text-[10px] text-slate-500 uppercase tracking-wider block">After</span>
<span id="compressor-stats-after" class="text-sm font-mono font-bold text-brand-cyan">-</span>
<span class="text-[9px] text-brand-cyan block">tokens</span>
</div>
<div class="text-center">
<span class="text-[10px] text-slate-500 uppercase tracking-wider block">Saved</span>
<span id="compressor-stats-saved" class="text-sm font-mono font-bold text-emerald-450">-</span>
<span id="compressor-stats-latency" class="text-[9px] text-slate-500 block">0ms</span>
</div>
</div>
</div>
</div>
<!-- How it Works Grid -->
<div class="grid grid-cols-1 md:grid-cols-3 gap-4 pt-6 border-t border-slate-900/60 text-xs">
<!-- Column 1: Critical Floor -->
<div class="bg-slate-900/30 p-4 rounded-xl border border-slate-900 space-y-2">
<div class="flex items-center gap-2 text-brand-emerald">
<i data-lucide="shield-check" class="w-4 h-4" aria-hidden="true"></i>
<span class="font-bold uppercase tracking-wider text-[10px] font-title">What is Kept (Critical Floor)</span>
</div>
<p class="text-[11px] text-slate-450 leading-relaxed">
Our asymmetric loss penalty guarantees retention of vital reasoning context:
</p>
<ul class="list-disc list-inside text-[10px] text-slate-500 space-y-1 font-mono">
<li>File Paths (e.g. <code class="text-slate-400">src/main.rs</code>)</li>
<li>Terminal Commands (<code class="text-slate-400">cargo</code>, <code class="text-slate-400">git</code>)</li>
<li>API Keys & Tokens (<code class="text-slate-400">env.TOKEN</code>)</li>
<li>IP Addresses & Hex Hashes</li>
<li>Numbers & Error Codes</li>
</ul>
</div>
<!-- Column 2: Evicted Fluff -->
<div class="bg-slate-900/30 p-4 rounded-xl border border-slate-900 space-y-2">
<div class="flex items-center gap-2 text-orange-400">
<i data-lucide="trash-2" class="w-4 h-4" aria-hidden="true"></i>
<span class="font-bold uppercase tracking-wider text-[10px] font-title">What is Pruned (Evicted Fluff)</span>
</div>
<p class="text-[11px] text-slate-455 leading-relaxed">
Redundant conversational tokens are stripped to maximize token savings:
</p>
<ul class="list-disc list-inside text-[10px] text-slate-500 space-y-1">
<li>Polite filler (<span class="italic text-slate-400">"please"</span>, <span class="italic text-slate-400">"kindly"</span>)</li>
<li>Repetitive adverbs (<span class="italic text-slate-450">"basically"</span>, <span class="italic text-slate-450">"really"</span>)</li>
<li>Unnecessary modal verbs</li>
<li>Punctuation padding</li>
<li>Common conversational pronouns</li>
</ul>
</div>
<!-- Column 3: Dual-Engine Pipeline -->
<div class="bg-slate-900/30 p-4 rounded-xl border border-slate-900 space-y-2">
<div class="flex items-center gap-2 text-brand-cyan">
<i data-lucide="cpu" class="w-4 h-4" aria-hidden="true"></i>
<span class="font-bold uppercase tracking-wider text-[10px] font-title">Dual-Engine Routing</span>
</div>
<p class="text-[11px] text-slate-455 leading-relaxed">
The pipeline dynamically routes based on execution context:
</p>
<ul class="list-disc list-inside text-[10px] text-slate-500 space-y-1">
<li><strong class="text-slate-400">Local Dev:</strong> Routes to the Rust <code class="text-brand-cyan">portail</code> gateway (port 8787) using cached <code class="text-slate-450">OnceLock</code> regex.</li>
<li><strong class="text-slate-400">Production Edge:</strong> Bypasses gateway fetches to avoid 405 CORS blocks, running a SOTA client-side JS regex engine.</li>
</ul>
</div>
</div>
</div>
</div>
</section>
<!-- Paradox Simulator -->
<section id="paradox" class="scroll-mt-24">
<h2 data-i18n="paradox_title" class="text-3xl font-bold text-white font-title mb-4">The *Voting Ensemble Paradox*</h2>
<div class="bg-slate-955/50 p-6 rounded-xl border border-slate-900 space-y-6">
<!-- ELI5 Explanation -->
<div class="space-y-3">
<span class="text-xs font-semibold uppercase tracking-wider text-brand-cyan">ELI5: The Veto Committee</span>
<p data-i18n="paradox_eli5_1" class="text-sm text-slate-355 leading-relaxed">
Imagine a committee of three experts deciding which words to keep in a document to save space. To be extremely conservative, the rule is: <strong>"If even one expert votes to delete a word, we delete it."</strong>
</p>
<p data-i18n="paradox_eli5_2" class="text-sm text-slate-355 leading-relaxed">
Each expert is smart, but has one blind spot where they always vote to delete.
Because of the veto rule, <strong>every single critical item gets deleted</strong> because the expert who doesn't understand it vetoes it. This is the <a href="#glossary" class="text-brand-cyan hover:underline decoration-dashed decoration-1">*Voting Ensemble Paradox*</a>—the group becomes worse than any single expert on their own!
</p>
</div>
<!-- Interactive Veto Simulator -->
<div class="p-5 bg-slate-900/40 rounded-xl border border-slate-800 space-y-6">
<div class="flex justify-between items-center flex-wrap gap-4 border-b border-slate-800 pb-3">
<span class="text-xs font-bold text-white uppercase tracking-wider">Interactive Veto Simulator</span>
<div class="flex gap-2" role="group" aria-label="Simulator Rules">
<button onclick="setParadoxRule('and')" id="btn-p-and" class="text-[10px] px-2.5 py-1.5 rounded border border-brand-cyan bg-brand-cyan/10 text-brand-cyan font-bold">AND Veto (Standard)</button>
<button onclick="setParadoxRule('majority')" id="btn-p-majority" class="text-[10px] px-2.5 py-1.5 rounded border border-slate-800 bg-slate-900 text-slate-400 font-bold">Majority (2/3)</button>
<button onclick="setParadoxRule('asymmetric')" id="btn-p-asymmetric" class="text-[10px] px-2.5 py-1.5 rounded border border-slate-800 bg-slate-900 text-slate-400 font-bold">Asymmetric Modulation (Ours)</button>
</div>
</div>
<!-- Step 1: Select Token -->
<div class="space-y-2">
<label class="text-[10px] uppercase tracking-wider text-slate-500 block" id="token-select-label">1. Select a Critical Token to Inspect:</label>
<div class="grid grid-cols-2 sm:grid-cols-3 md:grid-cols-6 gap-2" role="group" aria-labelledby="token-select-label">
<button onclick="inspectToken('path')" id="btn-tok-path" class="text-xs p-2.5 rounded-lg border border-brand-cyan bg-brand-cyan/10 text-white font-mono transition-all text-center">src/auth.rs<span class="block text-[8px] text-slate-500 mt-0.5">File Path</span></button>
<button onclick="inspectToken('cmd')" id="btn-tok-cmd" class="text-xs p-2.5 rounded-lg border border-slate-800 bg-slate-950 text-slate-400 font-mono hover:border-brand-cyan transition-all text-center">cargo test<span class="block text-[8px] text-slate-500 mt-0.5">Command</span></button>
<button onclick="inspectToken('ip')" id="btn-tok-ip" class="text-xs p-2.5 rounded-lg border border-slate-800 bg-slate-950 text-slate-400 font-mono hover:border-brand-cyan transition-all text-center">100.64.0.1<span class="block text-[8px] text-slate-500 mt-0.5">IP Address</span></button>
<button onclick="inspectToken('docker_hash')" id="btn-tok-docker_hash" class="text-xs p-2.5 rounded-lg border border-slate-800 bg-slate-950 text-slate-400 font-mono hover:border-brand-cyan transition-all text-center">sha256:d8a5a<span class="block text-[8px] text-slate-500 mt-0.5">Docker Hash</span></button>
<button onclick="inspectToken('secret')" id="btn-tok-secret" class="text-xs p-2.5 rounded-lg border border-slate-800 bg-slate-950 text-slate-400 font-mono hover:border-brand-cyan transition-all text-center">{{SECRET_KEY}}<span class="block text-[8px] text-slate-500 mt-0.5">Secret Key</span></button>
<button onclick="inspectToken('address')" id="btn-tok-address" class="text-xs p-2.5 rounded-lg border border-slate-800 bg-slate-950 text-slate-400 font-mono hover:border-brand-cyan transition-all text-center">0x7ffee3<span class="block text-[8px] text-slate-500 mt-0.5">Memory Addr</span></button>
</div>
</div>
<!-- Step 2: The Votes -->
<div class="grid grid-cols-1 md:grid-cols-3 gap-4 pt-2">
<!-- Expert 1 -->
<div class="bg-slate-955/80 p-4 rounded-lg border border-slate-850 text-center">
<span class="text-[10px] text-slate-500 block mb-1">Expert 1 (v3)</span>
<span class="text-xs text-slate-400 block mb-3">Blind to: <strong class="text-red-400">Paths & Hashes</strong></span>
<div id="vote-v1" class="text-lg font-bold text-brand-emerald flex items-center justify-center gap-1.5">
<i data-lucide="check-circle" class="w-5 h-5" aria-hidden="true"></i> Keep
</div>
</div>
<!-- Expert 2 -->
<div class="bg-slate-955/80 p-4 rounded-lg border border-slate-850 text-center">
<span class="text-[10px] text-slate-500 block mb-1">Expert 2 (v5)</span>
<span class="text-xs text-slate-400 block mb-3">Blind to: <strong class="text-red-400">Cmds & Secrets</strong></span>
<div id="vote-v2" class="text-lg font-bold text-brand-emerald flex items-center justify-center gap-1.5">
<i data-lucide="check-circle" class="w-5 h-5" aria-hidden="true"></i> Keep
</div>
</div>
<!-- Expert 3 -->
<div class="bg-slate-955/80 p-4 rounded-lg border border-slate-850 text-center">
<span class="text-[10px] text-slate-500 block mb-1">Expert 3 (v6)</span>
<span class="text-xs text-slate-400 block mb-3">Blind to: <strong class="text-red-400">IPs & Addresses</strong></span>
<div id="vote-v3" class="text-lg font-bold text-brand-emerald flex items-center justify-center gap-1.5">
<i data-lucide="check-circle" class="w-5 h-5" aria-hidden="true"></i> Keep
</div>
</div>
</div>
<!-- Step 3: Final Decision -->
<div id="decision-box" class="p-4 rounded-xl border border-red-500/20 bg-red-500/5 flex items-center justify-between" role="status">
<div>
<span class="text-[10px] uppercase tracking-wider text-slate-500 block">Committee Decision</span>
<span id="decision-text" class="text-sm font-bold text-red-400">Evicted! (Item is Lost)</span>
</div>
<div id="decision-badge" class="px-3 py-1.5 rounded bg-red-500/10 border border-red-500/30 text-xs font-mono font-bold text-red-400 flex items-center gap-1.5">
<i data-lucide="trash-2" class="w-4 h-4" aria-hidden="true"></i> Evicted
</div>
</div>
</div>
<div class="p-4 bg-slate-900/30 rounded-lg border border-slate-900 text-xs text-slate-400">
<i data-lucide="info" class="inline-block w-4 h-4 text-brand-cyan mr-1.5 align-text-bottom" aria-hidden="true"></i>
<span id="p-explanation-text">Under the AND veto rule, Expert 1 doesn't understand file paths and votes to delete it. Even though the other two experts voted to keep it, the item is evicted. The ensemble's recall collapses.<a href="https://kompress.vaked.dev/paper/main.pdf#page=12" target="_blank" rel="noopener noreferrer" class="cite-link" title="See Table 4 on Page 12">[Paper p.12]</a></span>
</div>
</div>
</section>
<!-- Theoretical Core -->
<section id="theory" class="scroll-mt-24">
<h2 data-i18n="theory_title" class="text-3xl font-bold text-white font-title mb-4">Theoretical Core</h2>
<div class="prose prose-invert max-w-none space-y-6 text-slate-400 leading-relaxed">
<p data-i18n="theory_desc" class="text-sm">
Learned <a href="#glossary" class="text-brand-cyan hover:underline decoration-dashed decoration-1">context-pruning</a> improves long-context agent efficiency but introduces the <a href="#glossary" class="text-brand-cyan hover:underline decoration-dashed decoration-1">*Voting Ensemble Paradox*</a>. Under <a href="#glossary" class="text-brand-cyan hover:underline decoration-dashed decoration-1">unanimity-to-keep (AND)</a> voting ($k=1$ drop-if-any), the ensemble eviction indicator equals the pointwise maximum of the individual voter indicators:<a href="https://kompress.vaked.dev/paper/main.pdf#page=6" target="_blank" rel="noopener noreferrer" class="cite-link" title="See Theorem 1 on Page 6">[Paper p.6]</a>
</p>
<!-- Interactive Formula Explainer -->
<div class="bg-slate-950 p-6 rounded-xl border border-slate-900 my-6">
<div class="text-center text-xl font-mono text-white mb-6">
$$I_{\text{ens}}(x) = \bigvee_{i=1}^N I_i(x) = I_{i^*_k}(x)$$
</div>
<div class="grid grid-cols-1 sm:grid-cols-3 gap-4 text-[11px] leading-relaxed">
<div class="p-3.5 rounded-lg bg-slate-900 border border-slate-800 hover:border-brand-cyan transition-all cursor-help">
<span class="font-mono text-brand-cyan font-bold block mb-1">1. Group Decision: I_ens(x)</span>
The final output of the ensemble. Represents whether the collective group decides to evict or keep token $x$.
</div>
<div class="p-3.5 rounded-lg bg-slate-900 border border-slate-800 hover:border-brand-blue transition-all cursor-help">
<span class="font-mono text-brand-blue font-bold block mb-1">2. Veto Vote: \bigvee</span>
Logical OR operator. If even a single expert votes to evict ($\text{indicator} = 1$), the entire group evicts.
</div>
<div class="p-3.5 rounded-lg bg-slate-900 border border-slate-800 hover:border-brand-emerald transition-all cursor-help">
<span class="font-mono text-brand-emerald font-bold block mb-1">3. Weakest Link: I_i*_k(x)</span>
The weakest expert's decision. The entire group's performance is dragged down to the level of the least capable member on that topic.
</div>
</div>
</div>
<p data-i18n="theory_para_2" class="text-sm">
This yields a <a href="#glossary" class="text-brand-cyan hover:underline decoration-dashed decoration-1">stratum-wise Pareto collapse</a> where the ensemble's recall equals that of the weakest voter on each stratum. As a corrective, `kompress-ultra` employs three core mechanisms:
</p>
<!-- 4-Role Pipeline SVG Visual -->
<div class="my-8 bg-slate-955/40 p-6 rounded-xl border border-slate-900">
<span class="text-xs font-semibold uppercase tracking-wider text-slate-500 block mb-4 text-center">The 4-Role Pipeline Architecture</span>
<svg viewBox="0 0 600 220" width="100%" height="100%" fill="none" xmlns="http://www.w3.org/2000/svg" aria-label="Pipeline Architecture: Pruner, Rewriter, Circulator, Composer">
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<!-- Nodes -->
<!-- Raw History -->
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<!-- Pruner -->
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<text x="170" y="90" fill="white" font-family="sans-serif" font-size="10" text-anchor="middle" font-weight="600">1. Pruner</text>
<text x="170" y="103" fill="#ef4444" font-family="monospace" font-size="8" text-anchor="middle">Safety Floor</text>
<!-- Rewriter -->
<rect x="250" y="65" width="80" height="50" rx="6" fill="#0f172a" stroke="#00f2fe" stroke-width="1.5"/>
<text x="290" y="90" fill="white" font-family="sans-serif" font-size="10" text-anchor="middle" font-weight="600">2. Rewriter</text>
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<!-- Circulator -->
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<text x="330" y="170" fill="#94a3b8" font-family="sans-serif" font-size="10" text-anchor="middle" font-weight="600">3. Circulator</text>
<text x="330" y="183" fill="#64748b" font-family="monospace" font-size="8" text-anchor="middle">Milvus DB</text>
<!-- Composer -->
<rect x="370" y="65" width="80" height="50" rx="6" fill="#0f172a" stroke="#10b981" stroke-width="1.5"/>
<text x="410" y="90" fill="white" font-family="sans-serif" font-size="10" text-anchor="middle" font-weight="600">4. Composer</text>
<text x="410" y="103" fill="#10b981" font-family="monospace" font-size="8" text-anchor="middle">Synthesize</text>
<!-- Dense Context -->
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<text x="540" y="90" fill="white" font-family="sans-serif" font-size="10" text-anchor="middle" font-weight="600">Dense Context</text>
<text x="540" y="103" fill="#00f2fe" font-family="monospace" font-size="8" text-anchor="middle">Compressed</text>
</svg>
</div>
</div>
</section> <!-- Vaked Capability & Context -->
<section id="vakedc" class="scroll-mt-24">
<div class="flex flex-wrap items-center gap-2 mb-2">
<span class="text-[10px] bg-brand-cyan/10 text-brand-cyan/80 px-2.5 py-0.5 rounded-full font-mono inline-flex items-center gap-1">
<i data-lucide="sparkles" class="w-3 h-3 text-brand-cyan animate-pulse" aria-hidden="true"></i>
Little self-promo: one of the many big-picture loops
</span>
</div>
<h2 data-i18n="vakedc_title" class="text-3xl font-bold text-white font-title mb-4">Vaked Capability & Context (vakedc)</h2>
<p data-i18n="vakedc_desc" class="text-sm text-slate-400 mb-8 leading-relaxed">
A decentralized routing and verification matrix designed to coordinate context-pruning workloads across heterogeneous nodes (cloud VMs and local Raspberry Pis). By separating capacity detection, routing, and cryptographic verification, the system ensures zero-trust execution.
</p>
<div class="text-center text-[9px] font-mono text-slate-500 tracking-widest mb-8 uppercase" aria-label="Demo notice">
[ THIS IS JUST A DEMO HTML+CSS UNDER !!! ]
</div>
<!-- Interactive HTML/CSS Mesh Node Cluster Map -->
<div class="grid grid-cols-1 lg:grid-cols-3 gap-6 items-stretch mb-8">
<!-- Cloud VM Node -->
<div class="relative group overflow-hidden bg-slate-950/40 border border-slate-900 hover:border-brand-cyan/30 rounded-xl p-6 transition-all duration-300 flex flex-col justify-between">
<div class="absolute top-0 right-0 w-24 h-24 bg-brand-cyan/5 rounded-bl-full filter blur-xl group-hover:bg-brand-cyan/10 transition-all" aria-hidden="true"></div>
<div class="space-y-4">
<div class="flex justify-between items-center">
<span class="text-[10px] bg-brand-cyan/10 text-brand-cyan px-2 py-0.5 rounded font-mono font-semibold uppercase tracking-wider">Node: Cloud VM</span>
<span class="w-2.5 h-2.5 rounded-full bg-brand-cyan animate-pulse" aria-hidden="true"></span>
</div>
<h3 class="text-lg font-bold text-white font-title flex items-center gap-2">
<i data-lucide="server" class="w-5 h-5 text-brand-cyan" aria-hidden="true"></i>
High-Capacity Core
</h3>
<p class="text-xs text-slate-400 leading-relaxed">
GPU-accelerated cloud virtual machines. Runs the primary <code>kompress-v8</code> encoder and processes complex attention matrices.
</p>
</div>
<div class="mt-6 pt-4 border-t border-slate-900/80 grid grid-cols-2 gap-4 text-[10px] font-mono">
<div>
<span class="text-slate-500 block">Capacity</span>
<span class="text-white font-semibold">80 TFLOPS (FP16)</span>
</div>
<div>
<span class="text-slate-550 block">Latency</span>
<span class="text-brand-cyan font-semibold">< 0.2ms (Intra-DC)</span>
</div>
<div>
<span class="text-slate-500 block">VRAM / RAM</span>
<span class="text-white font-semibold">80GB HBM3</span>
</div>
<div>
<span class="text-slate-500 block">Workload</span>
<span class="text-white font-semibold">Dense Encoding</span>
</div>
</div>
</div>
<!-- Central Vaked Router Hub -->
<div class="bg-slate-955/20 border border-slate-900 rounded-xl p-6 flex flex-col items-center justify-center relative overflow-hidden min-h-[220px]">
<!-- Grid Background -->
<div class="absolute inset-0 bg-[linear-gradient(to_right,#1e293b_1px,transparent_1px),linear-gradient(to_bottom,#1e293b_1px,transparent_1px)] bg-[size:14px_24px] [mask-image:radial-gradient(ellipse_60%_50%_at_50%_50%,#000_70%,transparent_100%)] opacity-20" aria-hidden="true"></div>
<!-- Connecting Line/Pulses -->
<div class="absolute inset-x-0 h-0.5 bg-slate-900 top-1/2 -translate-y-1/2" aria-hidden="true">
<div class="absolute h-full w-20 bg-gradient-to-r from-transparent via-brand-cyan to-transparent animate-pulse left-1/4"></div>
<div class="absolute h-full w-20 bg-gradient-to-r from-transparent via-brand-blue to-transparent animate-pulse right-1/4"></div>
</div>
<!-- Central Sphere -->
<div class="relative z-10 w-20 h-20 rounded-full bg-slate-950 border border-brand-cyan/40 flex flex-col items-center justify-center shadow-[0_0_30px_rgba(0,242,254,0.15)] group hover:scale-105 transition-all duration-300">
<div class="absolute inset-0.5 rounded-full border border-dashed border-brand-cyan/25 animate-[spin_20s_linear_infinite]" aria-hidden="true"></div>
<span class="text-xs font-bold text-white font-mono uppercase tracking-wider">Vaked</span>
<span class="text-[8px] text-brand-cyan font-mono font-semibold">Router</span>
</div>
<div class="mt-4 text-center z-10">
<span class="text-[10px] text-slate-550 font-mono">Dynamic Workload Partitioning</span>
</div>
</div>
<!-- Pi Edge Node -->
<div class="relative group overflow-hidden bg-slate-955/40 border border-slate-900 hover:border-brand-emerald/30 rounded-xl p-6 transition-all duration-300 flex flex-col justify-between">
<div class="absolute top-0 right-0 w-24 h-24 bg-brand-emerald/5 rounded-bl-full filter blur-xl group-hover:bg-brand-emerald/10 transition-all" aria-hidden="true"></div>
<div class="space-y-4">
<div class="flex justify-between items-center">
<span class="text-[10px] bg-brand-emerald/10 text-brand-emerald px-2 py-0.5 rounded font-mono font-semibold uppercase tracking-wider">Node: Pi Edge</span>
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Resource-Constrained Edge
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Local Raspberry Pi (or similar ARM devices). Runs lightweight heuristic filters and verifies context integrity signatures.
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<span class="text-slate-500 block">Capacity</span>
<span class="text-white font-semibold">0.5 TFLOPS (FP32)</span>
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<span class="text-slate-550 block">Latency</span>
<span class="text-brand-emerald font-semibold">~12ms (LAN)</span>
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<span class="text-slate-500 block">VRAM / RAM</span>
<span class="text-white font-semibold">4GB LPDDR4</span>
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<span class="text-slate-500 block">Workload</span>
<span class="text-white font-semibold">Heuristic Veto</span>
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[ THIS IS JUST A DEMO HTML+CSS UNDER !!! ]
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<h4 class="font-semibold text-white text-sm">Capability Profiling</h4>
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Managed by <a href="#" onclick="handleOneshotFold(event, 'https://github.com/peterlodri-sec/vaked-base', 'fold-vaked-base', 'vaked-base')" class="text-brand-cyan hover:underline font-semibold inline-flex items-center gap-0.5">vaked-base <i data-lucide="chevron-down" class="w-3 h-3" aria-hidden="true"></i></a>. Nodes continuously benchmark their local execution speed (token/sec), VRAM, and RAM capacity to broadcast standardized hardware capability profiles.
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<h4 class="font-semibold text-white text-sm">Active Routing</h4>
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Orchestrated by the <a href="#" onclick="handleOneshotFold(event, 'https://github.com/peterlodri-sec/vaked-base/blob/main/gateway/gw_v3.zig', 'fold-vaked-router', 'gateway/gw_v3.zig')" class="text-brand-cyan hover:underline font-semibold inline-flex items-center gap-0.5">core vaked router <i data-lucide="chevron-down" class="w-3 h-3" aria-hidden="true"></i></a>. <a href="#" onclick="handleOneshotFold(event, 'https://github.com/peterlodri-sec/vaked-base/blob/main/gateway/gw.zig', 'fold-vaked-partition', 'gateway/gw.zig')" class="text-brand-cyan hover:underline font-semibold inline-flex items-center gap-0.5">Dynamically partitions <i data-lucide="chevron-down" class="w-3 h-3" aria-hidden="true"></i></a> and schedules incoming compression payloads, routing intensive ModernBERT encoding to GPU-backed VMs.
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<h4 class="font-semibold text-white text-sm">Context Attestation</h4>
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Handled by the <a href="#" onclick="handleOneshotFold(event, 'https://github.com/peterlodri-sec/vaked-base/tree/main/vakedc', 'fold-vakedc-protocol', 'vaked-base/vakedc')" class="text-brand-cyan hover:underline font-semibold inline-flex items-center gap-0.5">vakedc protocol <i data-lucide="chevron-down" class="w-3 h-3" aria-hidden="true"></i></a>. <a href="#" onclick="handleOneshotFold(event, 'https://github.com/peterlodri-sec/vaked-base/blob/main/vakedc/emit.py', 'fold-vakedc-sig', 'vakedc/emit.py')" class="text-brand-cyan hover:underline font-semibold inline-flex items-center gap-0.5">Generates cryptographic signatures (ECDSA P-256) <i data-lucide="chevron-down" class="w-3 h-3" aria-hidden="true"></i></a> of the pruned context.
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