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1277 lines (1114 loc) · 97.3 KB
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<!DOCTYPE html>
<html lang="en" class="dark">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta http-equiv="Cache-Control" content="no-cache, no-store, must-revalidate">
<meta http-equiv="Pragma" content="no-cache">
<meta http-equiv="Expires" content="0">
<title>Documentation | Project GlyphMotion</title>
<meta name="description" content="Project GlyphMotion Documentation - An asynchronous, multi-threaded pipeline for high-resolution audio-visual object tracking.">
<link rel="icon" type="image/x-icon" href="images/project-glyph-motion.ico">
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600&family=Outfit:wght@300;400;500;600;700&family=Press+Start+2P&family=JetBrains+Mono:wght@400;500;700&display=swap" rel="stylesheet">
<script src="https://cdn.tailwindcss.com"></script>
<script src="https://unpkg.com/lucide@latest"></script>
<script src="https://unpkg.com/@studio-freight/[email protected]/dist/lenis.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/gsap/3.12.5/gsap.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/gsap/3.12.5/ScrollTrigger.min.js"></script>
<script>
tailwind.config = {
darkMode: 'class',
theme: {
extend: {
fontFamily: {
sans: ['Inter', 'sans-serif'],
outfit: ['Outfit', 'sans-serif'],
mono: ['JetBrains Mono', 'monospace'],
retro: ['"Press Start 2P"', 'cursive'],
},
colors: {
black: '#030303',
surface: '#0a0a0c',
}
}
}
}
</script>
<style>
body {
background-color: #030303;
color: #e4e4e7;
-webkit-font-smoothing: antialiased;
overflow-x: hidden;
}
/* Essential anchor padding for external link jumps */
.section-marker {
scroll-margin-top: 120px;
}
/* 1. Scroll Progress Bar (Global, highly visible on mobile) */
#scroll-progress {
position: fixed; top: 0; left: 0; width: 100vw; height: 3px;
background: linear-gradient(to right, #fcd34d, #f59e0b, #ea580c);
z-index: 99999; transform-origin: left center; transform: scaleX(0);
box-shadow: 0 0 15px rgba(245, 158, 11, 0.8);
}
/* 2. Magnetic Custom Cursor & Hiding Default */
@media (pointer: fine) {
* { cursor: none !important; }
}
#custom-cursor {
position: fixed; top: 0; left: 0; width: 24px; height: 24px;
border: 1.5px solid rgba(255,255,255,0.4); border-radius: 50%;
pointer-events: none; z-index: 10001;
transform: translate(-50%, -50%);
display: flex; align-items: center; justify-content: center;
transition: width 0.3s cubic-bezier(0.25, 1, 0.5, 1), height 0.3s cubic-bezier(0.25, 1, 0.5, 1), background-color 0.3s, border-color 0.3s;
box-shadow: 0 0 0 rgba(245, 158, 11, 0);
}
/* The inner dot */
#custom-cursor::after {
content: '';
width: 4px; height: 4px;
background-color: #f59e0b;
border-radius: 50%;
box-shadow: 0 0 5px rgba(245, 158, 11, 0.8);
transition: transform 0.3s ease;
}
#custom-cursor.hovered {
width: 44px; height: 44px;
background-color: rgba(245, 158, 11, 0.1);
border-color: rgba(245, 158, 11, 0.8);
box-shadow: 0 0 20px rgba(245, 158, 11, 0.4);
backdrop-filter: blur(2px);
}
#custom-cursor.hovered::after {
transform: scale(1.5);
}
/* Hide cursor entirely on touch devices */
@media (hover: none) and (pointer: coarse) {
* { cursor: auto !important; }
#custom-cursor { display: none !important; }
}
/* 3. Floating TOC Sidebar */
.toc-hitbox {
/* Large invisible hit area for accessibility */
position: relative;
}
.toc-dot-visual {
/* The actual visual dot */
border: 2px solid transparent;
}
.toc-tooltip {
background: rgba(10,10,12,0.9); border: 1px solid rgba(255,255,255,0.1);
padding: 4px 10px; border-radius: 6px; font-family: 'JetBrains Mono', monospace;
font-size: 10px; color: #a1a1aa; white-space: nowrap;
opacity: 0; pointer-events: none; transition: opacity 0.2s, transform 0.2s;
transform: translateY(0) translateX(10px);
}
.toc-hitbox:hover .toc-tooltip {
opacity: 1; transform: translateY(0) translateX(0);
}
.toc-hitbox:hover .toc-dot-visual {
background-color: #f59e0b;
}
.toc-hitbox.active .toc-dot-visual {
background-color: #f59e0b; border-color: rgba(245, 158, 11, 0.3);
box-shadow: 0 0 12px rgba(245, 158, 11, 0.6); transform: scale(1.6);
}
/* 4. Interactive SVG Tooltips */
#svg-tooltip {
position: fixed; top: 0; left: 0; z-index: 9500; pointer-events: none; opacity: 0;
background: rgba(16, 16, 20, 0.85); backdrop-filter: blur(12px); -webkit-backdrop-filter: blur(12px);
border: 1px solid rgba(255, 255, 255, 0.1); border-top: 1px solid rgba(255, 255, 255, 0.2);
padding: 8px 12px; border-radius: 8px; color: #e4e4e7; font-family: 'Outfit', sans-serif;
font-size: 12px; box-shadow: 0 10px 25px rgba(0,0,0,0.8);
transform: translate(-50%, -150%); transition: opacity 0.2s ease; white-space: nowrap;
}
/* 5. Copy Section Link */
.section-anchor {
opacity: 0; margin-left: 12px; color: #f59e0b; transition: opacity 0.2s;
display: inline-flex; align-items: center; justify-content: center; vertical-align: middle;
}
.group\/heading:hover .section-anchor { opacity: 1; }
/* Toast Notification */
#toast {
position: fixed; bottom: 2rem; left: 50%; transform: translateX(-50%) translateY(100px);
background: rgba(16, 185, 129, 0.1); border: 1px solid rgba(16, 185, 129, 0.5);
color: #10b981; font-family: 'JetBrains Mono', monospace; font-size: 12px;
padding: 8px 16px; border-radius: 20px; z-index: 9999; backdrop-filter: blur(10px);
opacity: 0; transition: all 0.4s cubic-bezier(0.25, 1, 0.5, 1);
}
#toast.show { transform: translateX(-50%) translateY(0); opacity: 1; }
/* Background & Core Visuals */
.bg-glow-main { position: fixed; top: -30vh; left: 50%; transform: translateX(-50%); width: 150vw; height: 100vh; background: radial-gradient(ellipse at 50% 30%, rgba(245, 158, 11, 0.15) 0%, transparent 60%); pointer-events: none; z-index: 0; will-change: transform; }
.bg-mesh { position: fixed; inset: 0; background-size: 35px 35px; background-position: center top; background-image: linear-gradient(to right, rgba(255, 255, 255, 0.03) 1px, transparent 1px), linear-gradient(to bottom, rgba(255, 255, 255, 0.03) 1px, transparent 1px); mask-image: linear-gradient(to bottom, transparent 0%, black 15%, black 85%, transparent 100%); -webkit-mask-image: linear-gradient(to bottom, transparent 0%, black 15%, black 85%, transparent 100%); z-index: 1; pointer-events: none; }
.scanlines { position: fixed; inset: 0; pointer-events: none; z-index: 2; background: linear-gradient(to bottom, rgba(255,255,255,0), rgba(255,255,255,0) 50%, rgba(0,0,0,0.2) 50%, rgba(0,0,0,0.2)); background-size: 100% 4px; opacity: 0.3; }
/* Advanced Glass Cards */
.doc-card { background: linear-gradient(180deg, rgba(16, 16, 20, 0.85) 0%, rgba(10, 10, 12, 0.98) 100%); backdrop-filter: blur(16px); -webkit-backdrop-filter: blur(16px); border: 1px solid rgba(255, 255, 255, 0.05); border-top: 1px solid rgba(255, 255, 255, 0.1); box-shadow: 0 10px 40px -10px rgba(0, 0, 0, 0.9); border-radius: 1.25rem; position: relative; transition: all 0.4s cubic-bezier(0.25, 1, 0.5, 1); z-index: 10; }
.doc-card:hover { transform: translateY(-4px); background: linear-gradient(180deg, rgba(20, 20, 26, 0.9) 0%, rgba(12, 12, 15, 1) 100%); border-color: rgba(245, 158, 11, 0.4); border-top-color: rgba(245, 158, 11, 0.7); box-shadow: 0 15px 35px -10px rgba(0,0,0,0.8), 0 0 25px -5px rgba(245, 158, 11, 0.15); }
.tech-details-pane { background: #070709; border: 1px solid rgba(255, 255, 255, 0.06); border-radius: 1rem; box-shadow: inset 0 2px 20px rgba(0,0,0,0.8); position: relative; overflow: hidden; }
.diagnostic-block { background: rgba(14, 14, 18, 0.6); border: 1px solid rgba(255, 255, 255, 0.03); border-radius: 0.75rem; padding: 1.25rem; transition: all 0.3s ease; }
.diagnostic-block:hover { border-color: rgba(245, 158, 11, 0.2); background: rgba(18, 18, 24, 0.9); }
/* Interactive Timeline UI */
.timeline-track { position: absolute; left: 0; top: 2.5rem; bottom: 0; width: 2px; background: rgba(255,255,255,0.08); z-index: 0; }
.timeline-fill { position: absolute; left: 0; top: 0; width: 100%; height: 0%; background: linear-gradient(to bottom, #f59e0b, #ea580c); box-shadow: 0 0 15px #f59e0b; z-index: 1; }
.timeline-dot { position: absolute; left: -7px; top: 2.5rem; width: 16px; height: 16px; border-radius: 50%; background: #030303; border: 3px solid rgba(255,255,255,0.2); z-index: 10; transition: all 0.5s ease; animation: breathe-idle 3s infinite alternate ease-in-out; }
.timeline-dot.active { background: #f59e0b; border-color: #ea580c; animation: breathe-active 2s infinite alternate ease-in-out; }
@keyframes breathe-idle { 0% { box-shadow: 0 0 0 rgba(255,255,255,0); transform: scale(1); } 100% { box-shadow: 0 0 10px rgba(255,255,255,0.1); transform: scale(1.05); } }
@keyframes breathe-active { 0% { box-shadow: 0 0 15px rgba(245, 158, 11, 0.4); transform: scale(1.1); } 100% { box-shadow: 0 0 25px rgba(245, 158, 11, 0.8); transform: scale(1.25); } }
/* Custom Scrollbar */
::-webkit-scrollbar { width: 8px; height: 8px; }
::-webkit-scrollbar-track { background: #030303; }
::-webkit-scrollbar-thumb { background: #27272a; border-radius: 4px; border: 2px solid #030303; }
::-webkit-scrollbar-thumb:hover { background: #f59e0b; }
/* Responsive SVG Architecture Styling */
.diagram-container { width: 100%; padding: 1rem 0 2rem; display: flex; justify-content: center; }
.project-diagram { width: 100%; max-width: 1400px; height: auto; background: rgba(0, 0, 0, 0.4); border-radius: 1.25rem; border: 1px solid rgba(255, 255, 255, 0.05); box-shadow: inset 0 0 40px rgba(0,0,0,0.8); font-family: 'JetBrains Mono', monospace; }
.diag-node { fill: rgba(16, 16, 20, 0.95); stroke-width: 2; rx: 8; ry: 8; transition: all 0.3s ease; }
.diag-node:hover { filter: drop-shadow(0 0 15px rgba(245, 158, 11, 0.4)); stroke-width: 3; }
.diag-text-title { fill: #e4e4e7; font-size: 14px; font-weight: bold; text-anchor: middle; pointer-events: none;}
.diag-text-sub { fill: #a1a1aa; font-size: 11px; text-anchor: middle; pointer-events: none;}
.diag-line { fill: none; stroke-width: 2; stroke-dasharray: 4; animation: flow 20s linear infinite; }
.diag-arrow { fill: none; stroke-width: 2; marker-end: url(#arrow); }
.diag-label { fill: #f59e0b; font-size: 10px; text-transform: uppercase; letter-spacing: 1px; }
.diag-data-label { fill: #cbd5e1; font-size: 9px; font-style: italic; }
@keyframes flow { to { stroke-dashoffset: -100; } }
.stroke-amber { stroke: #f59e0b; } .stroke-emerald { stroke: #10b981; } .stroke-cyan { stroke: #06b6d4; } .stroke-purple { stroke: #a855f7; } .stroke-rose { stroke: #f43f5e; } .stroke-blue { stroke: #3b82f6; }
</style>
</head>
<body class="relative min-h-screen">
<div id="scroll-progress"></div>
<div id="custom-cursor"></div>
<div id="svg-tooltip"></div>
<div id="toast"><i data-lucide="check-circle" class="w-3.5 h-3.5 inline mr-1"></i> Section Link Copied!</div>
<div id="toc-sidebar" class="hidden lg:flex fixed right-6 lg:right-10 top-1/2 -translate-y-1/2 w-12 flex-col items-center gap-1 z-[9000] opacity-0 transition-opacity duration-500">
<div class="toc-hitbox hover-target w-10 h-10 flex items-center justify-center cursor-pointer" onclick="scrollToSection('manifesto')">
<div class="toc-dot-visual w-2 h-2 rounded-full bg-zinc-700 transition-all duration-300"></div>
<div class="toc-tooltip absolute right-8">Introduction</div>
</div>
<div class="toc-hitbox hover-target w-10 h-10 flex items-center justify-center cursor-pointer" onclick="scrollToSection('deployment')">
<div class="toc-dot-visual w-2 h-2 rounded-full bg-zinc-700 transition-all duration-300"></div>
<div class="toc-tooltip absolute right-8">Deployment</div>
</div>
<div class="toc-hitbox hover-target w-10 h-10 flex items-center justify-center cursor-pointer" onclick="scrollToSection('architecture')">
<div class="toc-dot-visual w-2 h-2 rounded-full bg-zinc-700 transition-all duration-300"></div>
<div class="toc-tooltip absolute right-8">Architecture</div>
</div>
<div class="toc-hitbox hover-target w-10 h-10 flex items-center justify-center cursor-pointer" onclick="scrollToSection('timeline')">
<div class="toc-dot-visual w-2 h-2 rounded-full bg-zinc-700 transition-all duration-300"></div>
<div class="toc-tooltip absolute right-8">Pipeline Stages</div>
</div>
<div class="toc-hitbox hover-target w-10 h-10 flex items-center justify-center cursor-pointer" onclick="scrollToSection('telemetry')">
<div class="toc-dot-visual w-2 h-2 rounded-full bg-zinc-700 transition-all duration-300"></div>
<div class="toc-tooltip absolute right-8">Telemetry</div>
</div>
<div class="toc-hitbox hover-target w-10 h-10 flex items-center justify-center cursor-pointer" onclick="scrollToSection('usecases')">
<div class="toc-dot-visual w-2 h-2 rounded-full bg-zinc-700 transition-all duration-300"></div>
<div class="toc-tooltip absolute right-8">Use Cases</div>
</div>
<div class="toc-hitbox hover-target w-10 h-10 flex items-center justify-center cursor-pointer" onclick="scrollToSection('ecosystem')">
<div class="toc-dot-visual w-2 h-2 rounded-full bg-zinc-700 transition-all duration-300"></div>
<div class="toc-tooltip absolute right-8">Ecosystem</div>
</div>
<div class="toc-hitbox hover-target w-10 h-10 flex items-center justify-center cursor-pointer" onclick="scrollToSection('dependencies')">
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<div class="toc-tooltip absolute right-8">Dependencies</div>
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<span class="w-8 h-px bg-zinc-700"></span> Documentation <span class="w-8 h-px bg-zinc-700"></span>
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<h1 class="font-retro text-3xl sm:text-4xl md:text-5xl lg:text-[46px] text-amber-500 leading-loose md:leading-[1.6] drop-shadow-[0_0_35px_rgba(245,158,11,0.5)]">
Project<br class="md:hidden" /><span class="md:ml-6">GlyphMotion</span>
</h1>
</header>
<section id="manifesto" class="mb-24 gs-reveal section-marker">
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6 lg:gap-8">
<div class="doc-card p-8 group flex flex-col h-full hover-target">
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<i data-lucide="layers-3" class="w-6 h-6 text-blue-400"></i>
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<h3 class="font-outfit text-2xl font-bold text-white mb-3">What is it?</h3>
<p class="text-zinc-400 text-sm leading-relaxed flex-grow">
GlyphMotion is a systems-level optimised tracking pipeline that leverages asynchronous pipeline parallelism and direct FFmpeg memory-based encoding. By decoupling frame decoding, neural inference, and encoding into independent execution stages, it bypasses traditional bottlenecks using controlled Constant Rate Factor (CRF) compression.
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<i data-lucide="zap-off" class="w-6 h-6 text-rose-400"></i>
</div>
<h3 class="font-outfit text-2xl font-bold text-white mb-3">The Computational Bottleneck</h3>
<p class="text-zinc-400 text-sm leading-relaxed flex-grow">
A standard implementation using OpenCV relies on synchronous, blocking processing loops. Frame reading, neural network inference, and frame writing occur sequentially on the main thread. This architecture suffers from severe I/O bottlenecks; because Python operations are constrained by the Global Interpreter Lock (GIL), the GPU often idles while the CPU handles heavy video encoding logic.
</p>
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<div class="bg-emerald-500/10 border border-emerald-500/30 w-12 h-12 rounded-xl flex items-center justify-center mb-6 group-hover:scale-110 transition-transform shadow-[0_0_20px_rgba(16,185,129,0.15)]">
<i data-lucide="cpu" class="w-6 h-6 text-emerald-400"></i>
</div>
<h3 class="font-outfit text-2xl font-bold text-white mb-3">The Asynchronous Resolution</h3>
<p class="text-zinc-400 text-sm leading-relaxed flex-grow">
By introducing an asynchronous queueing model, GlyphMotion decouples these stages, reducing the effective per-frame processing interval, thereby drastically minimizing latency jitter. It utilizes a multithreaded architecture that separates video ingestion, inference, and encoding to eliminate systemic bottlenecks.
</p>
</div>
</div>
</section>
<section id="deployment" class="mb-24 gs-reveal section-marker">
<div class="doc-card p-8 md:p-12 hover-target">
<header class="flex flex-col items-center justify-center text-center mb-12 group/heading">
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<i data-lucide="blocks" class="w-8 h-8 text-orange-400"></i>
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<h2 class="font-outfit text-3xl md:text-4xl font-bold text-white mb-4 split-text">Multi-Platform Deployment Architecture <button class="section-anchor hover-target" onclick="copyLink('deployment')"><i data-lucide="link" class="w-5 h-5"></i></button></h2>
<p class="text-zinc-400 max-w-3xl mx-auto font-outfit text-sm md:text-base leading-relaxed">
GlyphMotion is inherently cross-platform. While the foundational architecture was developed and natively optimized within Linux, it executes flawlessly on Windows environments provided that the required Python dependencies and CUDA toolkits are configured. We offer three distinct interaction layers.
</p>
</header>
<div class="grid grid-cols-1 lg:grid-cols-3 gap-6 lg:gap-8">
<div class="diagnostic-block bg-[#070709] border border-zinc-800/80 hover:border-orange-500/40 transition-all duration-300 group flex flex-col h-full relative overflow-hidden">
<div class="absolute top-0 left-0 w-full h-1 bg-gradient-to-r from-orange-500 to-rose-500 opacity-0 group-hover:opacity-100 transition-opacity"></div>
<div class="mb-4">
<i data-lucide="globe" class="w-8 h-8 text-orange-400 mb-4"></i>
<h3 class="font-outfit text-white font-semibold text-xl mb-2">The Web Platform</h3>
<p class="text-zinc-400 text-sm leading-relaxed mb-6">
The comprehensive cloud backend and frontend interface. Offers real-time tracking, secure admin dashboards, a video gallery, and PWA installation. Ideal for collaborative deployment.
</p>
</div>
<div class="mt-auto">
<a href="https://github.com/ProjectGlyphMotion/projectglyphmotion.github.io" target="_blank" rel="noopener noreferrer" class="hover-target inline-flex items-center gap-2 text-xs font-mono text-orange-400 hover:text-orange-300 bg-orange-500/10 border border-orange-500/20 hover:border-orange-500/50 px-3 py-2.5 rounded-lg transition-all w-full justify-center">
<i data-lucide="github" class="w-4 h-4"></i> Access Web Repository
</a>
</div>
</div>
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<div class="mb-4">
<i data-lucide="monitor" class="w-8 h-8 text-orange-400 mb-4"></i>
<h3 class="font-outfit text-white font-semibold text-xl mb-2">Dedicated App GUI</h3>
<p class="text-zinc-400 text-sm leading-relaxed mb-6">
A standalone, localized Python application interface tailored for desktop environments. Launch it seamlessly via terminal to acquire a robust visual experience without local web-servers.
</p>
</div>
<div class="mt-auto">
<a href="https://github.com/ProjectGlyphMotion/GUI" target="_blank" rel="noopener noreferrer" class="hover-target inline-flex items-center gap-2 text-xs font-mono text-orange-400 hover:text-orange-300 bg-orange-500/10 border border-orange-500/20 hover:border-orange-500/50 px-3 py-2.5 rounded-lg transition-all w-full justify-center">
<i data-lucide="github" class="w-4 h-4"></i> Access GUI Repository
</a>
</div>
</div>
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<div class="mb-4">
<i data-lucide="terminal" class="w-8 h-8 text-orange-400 mb-4"></i>
<h3 class="font-outfit text-white font-semibold text-xl mb-2">Standalone CLI Script</h3>
<p class="text-zinc-400 text-sm leading-relaxed mb-6">
The foundational, headless command-line script engineered strictly for raw power. Best for automated server workflows, programmatic integration, and direct execution via bash/cmd flags.
</p>
</div>
<div class="mt-auto">
<a href="https://github.com/ProjectGlyphMotion/Script" target="_blank" rel="noopener noreferrer" class="hover-target inline-flex items-center gap-2 text-xs font-mono text-orange-400 hover:text-orange-300 bg-orange-500/10 border border-orange-500/20 hover:border-orange-500/50 px-3 py-2.5 rounded-lg transition-all w-full justify-center">
<i data-lucide="github" class="w-4 h-4"></i> Access Script Repository
</a>
</div>
</div>
</div>
</div>
</section>
<section id="architecture" class="mb-24 gs-reveal section-marker">
<div class="doc-card p-6 md:p-8 hover-target">
<div class="flex flex-col sm:flex-row sm:items-center justify-between gap-4 mb-6 pb-4 border-b border-zinc-800/50 group/heading">
<div class="flex items-center gap-3">
<div class="p-2 rounded-md bg-zinc-800/50 border border-zinc-700"><i data-lucide="network" class="w-5 h-5 text-amber-400"></i></div>
<div>
<h3 class="font-outfit text-white text-xl font-semibold tracking-wide split-text">Pipeline Architecture Blueprint <button class="section-anchor hover-target" onclick="copyLink('architecture')"><i data-lucide="link" class="w-4 h-4"></i></button></h3>
<p class="text-zinc-400 text-sm font-outfit mt-1">Real-time data flow mapping of decoupled ingestion, inference, encoding, and multiplexing async stages.</p>
</div>
</div>
<div class="inline-flex items-center gap-2 px-3 py-1 rounded border border-emerald-500/20 bg-emerald-500/10 text-emerald-400 text-xs font-mono tracking-widest uppercase">
<div class="w-2 h-2 rounded-full bg-emerald-500 animate-pulse"></div> Live Async View
</div>
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<i data-lucide="video" class="w-3.5 h-3.5"></i> Stage 01
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<h2 class="font-outfit text-2xl lg:text-3xl font-bold text-white tracking-tight leading-snug mb-4 group/heading">Ingestion & System Telemetry <button class="section-anchor" onclick="copyLink('timeline')"><i data-lucide="link" class="w-5 h-5"></i></button></h2>
<p class="font-outfit text-zinc-400 text-base leading-relaxed mb-6">The pipeline begins by loading the input video file and extracting metadata such as resolution, frame rate, and orientation using FFprobe and OpenCV. A dedicated frame reader thread continuously extracts frames utilizing standard reading functions without pausing the main execution loop.</p>
<p class="font-outfit text-zinc-400 text-base leading-relaxed">Concurrently, it monitors system memory usage via a psutil-based safeguard, temporarily pausing ingestion if RAM utilization exceeds critical thresholds to prevent system instability or Out-Of-Memory (OOM) crashes.</p>
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<h3 class="font-outfit text-white text-lg font-semibold tracking-wide mb-6">Execution Variables & Tooling</h3>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Decoupled Matrix Reading</h4>
<p class="text-zinc-400 text-sm leading-relaxed">Continuous extraction logic operating entirely parallel to the neural inference engine, eliminating traditional blocking reads from stalling the entire Python architecture framework.</p>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Resource Guard Validation</h4>
<p class="text-zinc-400 text-sm leading-relaxed">Memory validation checks act as a critical backpressure mechanism, ensuring the host operating system remains responsive even under extreme, deep-queue surveillance workloads.</p>
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<i data-lucide="layers" class="w-3.5 h-3.5"></i> Stage 02
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<h2 class="font-outfit text-2xl lg:text-3xl font-bold text-white tracking-tight leading-snug mb-4">Asynchronous Bounded Queuing</h2>
<p class="font-outfit text-zinc-400 text-base leading-relaxed mb-6">To solve the crippling latency jitter inherent in sequential video operations, GlyphMotion isolates encoding in a separate execution stage. Extracted frames are placed into a bounded FIFO queue, acting as an elastic buffer that decouples disk read latency from downstream GPU inference.</p>
<p class="font-outfit text-zinc-400 text-base leading-relaxed">This threading model ensures continuous data availability without blocking subsequent processing stages, effectively smoothing the frame processing intervals and ensuring continuous computational saturation.</p>
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<h3 class="font-outfit text-white text-lg font-semibold tracking-wide mb-6">Execution Variables & Tooling</h3>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Input Buffer Constraints</h4>
<p class="text-zinc-400 text-sm leading-relaxed">Accepts resized frames from the reader thread, preventing slow disk-read operations and localized I/O bottlenecks from starving the neural network of data to process.</p>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Output Buffer Isolation</h4>
<p class="text-zinc-400 text-sm leading-relaxed">Temporarily holds fully annotated frames awaiting encoding. This prevents the heavy FFmpeg subprocess from propagating delays backward and forcing the GPU into an unoptimized idle state.</p>
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<i data-lucide="cpu" class="w-3.5 h-3.5"></i> Stage 03
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<h2 class="font-outfit text-2xl lg:text-3xl font-bold text-white tracking-tight leading-snug mb-4">Neural Inference & Rendering</h2>
<p class="font-outfit text-zinc-400 text-base leading-relaxed mb-6">The main inference thread retrieves frames asynchronously from the queue and performs object detection and tracking using the YOLOv8 algorithm executed with CUDA acceleration. This tracking mode maintains object identities across frames by internally associating detections based on motion and spatial continuity.</p>
<p class="font-outfit text-zinc-400 text-base leading-relaxed">Visual annotations, including bounding boxes, object IDs, and semi-transparent overlays, are rendered using OpenCV drawing operations. Following annotation, frames are resized back to their original resolution to preserve high output fidelity.</p>
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<h3 class="font-outfit text-white text-lg font-semibold tracking-wide mb-6">Execution Variables & Tooling</h3>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Persistent Object Tracking</h4>
<p class="text-zinc-400 text-sm leading-relaxed">Executing tracking algorithms with persistence flags ensures temporal ID assignment across frames, preventing objects from losing identity during partial occlusions or high-speed motion.</p>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Resolution Adaptive Logic</h4>
<p class="text-zinc-400 text-sm leading-relaxed">Frames are strategically downscaled to lower the computational burden during deep neural inference, then cleanly upscaled back prior to the final export to preserve maximum visual clarity.</p>
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<i data-lucide="film" class="w-3.5 h-3.5"></i> Stage 04
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<h2 class="font-outfit text-2xl lg:text-3xl font-bold text-white tracking-tight leading-snug mb-4">Memory Piping & Multiplexing</h2>
<p class="font-outfit text-zinc-400 text-base leading-relaxed mb-6">A dedicated writer thread retrieves annotated frames, converts them into raw byte streams, and pipes them directly into an FFmpeg subprocess using rawvideo input format. This direct memory-to-encoder pipeline eliminates traditional OpenCV VideoWriter disk-writing overhead.</p>
<p class="font-outfit text-zinc-400 text-base leading-relaxed">Frames are encoded into an intermediate silent video file using the libx264 codec with CRF-based compression. To restore multimedia integrity, GlyphMotion performs a final multiplexing stage that merges the encoded silent video stream with the original audio stream extracted from the source file.</p>
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<h3 class="font-outfit text-white text-lg font-semibold tracking-wide mb-6">Execution Variables & Tooling</h3>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Memory Byte Piping</h4>
<p class="text-zinc-400 text-sm leading-relaxed">Converting matrix objects to raw byte streams allows for zero-latency transfer from the core language directly into the external FFmpeg encoding subsystem.</p>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Audio Stream Mapping</h4>
<p class="text-zinc-400 text-sm leading-relaxed">The original audio is encoded into AAC format for compatibility and synchronization, mapping flawlessly with the copied visual stream to ensure pristine preservation.</p>
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<i data-lucide="cloud-upload" class="w-3.5 h-3.5"></i> Stage 05
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<h2 class="font-outfit text-2xl lg:text-3xl font-bold text-white tracking-tight leading-snug mb-4">Automated Syndication & Telemetry</h2>
<p class="font-outfit text-zinc-400 text-base leading-relaxed mb-6">Following successful multiplexing, GlyphMotion initiates an automated CI/CD syndication workflow. The generated output file is chunk-uploaded directly to Google Drive via the <code class="bg-zinc-800 px-1 rounded text-[12px]">google-api-python-client</code> with resumable media protocols, ensuring successful transfer for large files while dynamically setting public viewing permissions.</p>
<p class="font-outfit text-zinc-400 text-base leading-relaxed">Simultaneously, the pipeline updates the core static site framework using <code class="bg-zinc-800 px-1 rounded text-[12px]">PyGithub</code>. It patches the manifest <code class="bg-zinc-800 px-1 rounded text-[12px]">videos.json</code> with the new Google Drive embed link and commits it directly to the GitHub Pages repository, bypassing traditional static site generator build steps. The system also captures secure geolocation and API telemetry of the client via JWT-authenticated payloads for advanced access governance.</p>
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<h3 class="font-outfit text-white text-lg font-semibold tracking-wide mb-6">Execution Variables & Tooling</h3>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Stateful Data Hydration</h4>
<p class="text-zinc-400 text-sm leading-relaxed">Automated parsing and structural rewriting of the JSON state tree pushed as synchronous GitHub commits, instantly rendering frontend updates.</p>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Session-Bound Telemetry</h4>
<p class="text-zinc-400 text-sm leading-relaxed">Encrypted JWT mechanisms bind metadata execution contexts seamlessly to robust analytics monitoring for platform governance.</p>
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<section id="telemetry" class="mb-24 gs-reveal section-marker">
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<h2 class="font-outfit text-3xl md:text-4xl font-bold text-white mb-4 split-text">Evaluation Framework & Analytical Telemetry <button class="section-anchor hover-target" onclick="copyLink('telemetry')"><i data-lucide="link" class="w-5 h-5"></i></button></h2>
<p class="text-zinc-400 max-w-2xl mx-auto font-outfit">To systematically validate the systems-level improvements, Project GlyphMotion relies on a rigorous analytical framework to evaluate machine perception, human visual fidelity, and computational stability across hundreds of experimental permutations.</p>
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<h3 class="font-outfit text-white font-semibold text-lg mb-2">Machine Perception (MOTA & HOTA)</h3>
<p class="text-zinc-400 text-sm leading-relaxed">Tracking outputs are objectively evaluated using Multi-Object Tracking Accuracy (MOTA) and Higher Order Tracking Accuracy (HOTA) metrics. These measurements prove that compression mechanisms implicitly filter out high-frequency spatial noise, enhancing temporal coherence.</p>
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<h3 class="font-outfit text-white font-semibold text-lg mb-2">Visual Fidelity (VMAF & SSIM)</h3>
<p class="text-zinc-400 text-sm leading-relaxed">Video compression is fundamentally evaluated via Video Multi-Method Assessment Fusion (VMAF) and Structural Similarity (SSIM) indexes. This ensures downscaling preserves the critical fine visual details required for real-world multimedia analytics.</p>
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<h3 class="font-outfit text-white font-semibold text-lg mb-2">Latency Variance Telemetry</h3>
<p class="text-zinc-400 text-sm leading-relaxed">Detailed runtime telemetry dynamically records per-frame processing latency, queue occupancy, and hardware utilization. By tracking "latency jitter" — the maximum variance in processing intervals — we confirm the architectural decoupling prevents GPU execution stalls.</p>
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<h2 class="font-outfit text-3xl md:text-4xl font-bold text-white mb-4 split-text">Practical Applications & Use Cases <button class="section-anchor hover-target" onclick="copyLink('usecases')"><i data-lucide="link" class="w-5 h-5"></i></button></h2>
<p class="text-zinc-400 max-w-2xl mx-auto font-outfit">How GlyphMotion bridges the gap between theoretical computer vision research and production-grade deployment by solving the limitations of existing pipelines.</p>
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<h3 class="font-outfit text-white font-semibold text-xl mb-2 flex items-center gap-2"><i data-lucide="x-circle" class="w-5 h-5 text-rose-500"></i> Legacy Pipelines</h3>
<p class="text-zinc-400 text-sm leading-relaxed">Standard pipelines implicitely treat video as a sequence of independent images. They completely drop native audio streams, produce massive uncompressed file sizes, and suffer from high latency jitter making them prone to crashing under heavy 4K loads. This limits their use strictly to pre-recorded benchmark evaluations.</p>
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<h3 class="font-outfit text-white font-semibold text-xl mb-2 flex items-center gap-2"><i data-lucide="check-circle" class="w-5 h-5 text-emerald-500"></i> GlyphMotion Advantage</h3>
<p class="text-zinc-400 text-sm leading-relaxed">By enforcing an asynchronous queuing structure, GlyphMotion enables continuous GPU saturation. It natively preserves and multiplexes original audio, compresses outputs for immediate cloud storage, and guarantees stable throughput, transforming unstable prototypes into deployment-ready architectures.</p>
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<h4 class="text-white font-outfit font-medium">Surveillance & Security</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Requires flawless synchronization of security footage audio with high-accuracy multi-object tracking data.</p>
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<h4 class="text-white font-outfit font-medium">Cinematic Analytics</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Demands near-4K visual fidelity preservation (VMAF) while identifying subjects in complex, high-motion scenes.</p>
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<h4 class="text-white font-outfit font-medium">Edge Deployment</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Hardware limiters ensure the pipeline doesn't crash low-memory edge devices during heavy traffic spikes.</p>
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<h4 class="text-white font-outfit font-medium">Cloud Media Storage</h4>
<p class="text-zinc-500 text-xs leading-relaxed">CRF-based compression vastly reduces storage and bandwidth costs for retaining thousands of processed streams.</p>
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<h2 class="font-outfit text-3xl md:text-4xl font-bold text-white mb-4 split-text">Comprehensive Feature Ecosystem <button class="section-anchor hover-target" onclick="copyLink('ecosystem')"><i data-lucide="link" class="w-5 h-5"></i></button></h2>
<p class="text-zinc-400 max-w-2xl mx-auto font-outfit">Beyond the core processing architecture, GlyphMotion is wrapped in a highly responsive, feature-rich web platform designed for both users and administrators.</p>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Dual Upload Engine</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Supports both secure local file uploads and direct URL processing for flexible input sourcing.</p>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">YouTube Integration</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Directly pull and process videos from YouTube URLs natively powered by <code class="bg-zinc-800 px-1 rounded text-[10px]">yt-dlp</code>.</p>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Real-Time Processing</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Live status updates provide continuous feedback on processing queue states and frame operations.</p>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">PWA Support</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Fully installable Progressive Web App (PWA) on desktop and mobile for a native application experience.</p>
</div>
</div>
<div class="diagnostic-block bg-[#070709] flex items-start gap-4 hover:border-fuchsia-500/30">
<div class="bg-black p-2 rounded-lg border border-zinc-800 shrink-0"><i data-lucide="layout-grid" class="w-5 h-5 text-fuchsia-400"></i></div>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Dynamic UI Layouts</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Toggle between compact/expanded views and 2-column or 3-column galleries with persistent local settings.</p>
</div>
</div>
<div class="diagnostic-block bg-[#070709] flex items-start gap-4 hover:border-fuchsia-500/30">
<div class="bg-black p-2 rounded-lg border border-zinc-800 shrink-0"><i data-lucide="message-square" class="w-5 h-5 text-fuchsia-400"></i></div>
<div>
<h4 class="text-zinc-200 font-outfit font-medium mb-1">Centralized Feedback</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Frontend utilizes a temporary message overlay to provide clear feedback for rejections or system alerts.</p>
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</div>
<div class="diagnostic-block bg-[#070709] flex items-start gap-4 hover:border-fuchsia-500/30">
<div class="bg-black p-2 rounded-lg border border-zinc-800 shrink-0"><i data-lucide="git-commit" class="w-5 h-5 text-fuchsia-400"></i></div>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Automated Integrations</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Connects seamlessly with Google Drive for storage and GitHub Pages for automated metadata commits.</p>
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</div>
<div class="diagnostic-block bg-[#070709] flex items-start gap-4 hover:border-fuchsia-500/30">
<div class="bg-black p-2 rounded-lg border border-zinc-800 shrink-0"><i data-lucide="bot" class="w-5 h-5 text-fuchsia-400"></i></div>
<div>
<h4 class="text-zinc-200 font-outfit font-medium mb-1">Telegram Bot Access</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Allows remote execution and interaction with the tracking backend directly via Telegram commands.</p>
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</div>
<div class="diagnostic-block bg-[#070709] flex items-start gap-4 hover:border-rose-500/30">
<div class="bg-black p-2 rounded-lg border border-zinc-800 shrink-0"><i data-lucide="shield-alert" class="w-5 h-5 text-rose-400"></i></div>
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<h4 class="text-zinc-200 font-outfit font-medium mb-1">Frame Limits & Timeouts</h4>
<p class="text-zinc-500 text-xs leading-relaxed">Configurable frame count restrictions automatically reject massive inputs to prevent indefinite backend hangs.</p>
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</div>
<div class="lg:col-span-3 bg-[#070709] border border-zinc-800/80 rounded-2xl p-6 mt-4 relative overflow-hidden group hover:border-rose-500/40 transition-colors">
<div class="absolute top-0 left-0 w-1 h-full bg-gradient-to-b from-rose-500 to-rose-900"></div>
<h4 class="text-white font-outfit font-semibold text-lg mb-4 flex items-center gap-2"><i data-lucide="shield-check" class="w-5 h-5 text-rose-500"></i> Secure Administration Module</h4>
<div class="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-4 gap-4">
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<h5 class="text-zinc-300 font-medium text-sm mb-1">Admin Mode</h5>
<p class="text-zinc-500 text-xs">Secure login granting direct capability to manage and delete videos directly from the public gallery.</p>
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<div>
<h5 class="text-zinc-300 font-medium text-sm mb-1">Bcrypt Authentication</h5>
<p class="text-zinc-500 text-xs">Verification utilizes rigorous <code class="bg-zinc-800 px-1 rounded">bcrypt</code> hashing for absolute password security.</p>
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<h5 class="text-zinc-300 font-medium text-sm mb-1">Tracking Dashboard</h5>
<p class="text-zinc-500 text-xs">Dedicated panel logging client IP addresses, geolocation (ISP/City), and GitHub SHAs for all requests.</p>
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<div>
<h5 class="text-zinc-300 font-medium text-sm mb-1">Master Controls</h5>
<p class="text-zinc-500 text-xs">Includes script generators for new credentials and a single-click kill-switch to invalidate all active sessions.</p>
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</div>
</div>
</div>
</div>
</section>
<section id="dependencies" class="gs-reveal section-marker">
<div class="doc-card p-8 md:p-12 hover-target">
<header class="flex flex-col items-center justify-center text-center mb-16 group/heading">
<div class="p-4 rounded-2xl bg-rose-500/10 border border-rose-500/30 mb-6 inline-flex shadow-[0_0_30px_rgba(244,63,94,0.2)]">
<i data-lucide="blocks" class="w-8 h-8 text-rose-400"></i>
</div>
<h2 class="font-outfit text-3xl md:text-4xl font-bold text-white mb-4 split-text">System Dependencies & Tooling <button class="section-anchor hover-target" onclick="copyLink('dependencies')"><i data-lucide="link" class="w-5 h-5"></i></button></h2>
<p class="text-zinc-400 max-w-2xl mx-auto font-outfit">A comprehensive, categorized inventory of all libraries and environmental modules powering the GlyphMotion ecosystem infrastructure.</p>
</header>
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-6 lg:gap-8">
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<div class="absolute top-0 left-0 w-full h-1 bg-gradient-to-r from-emerald-500 to-emerald-700"></div>
<h3 class="font-outfit text-white font-semibold text-xl mb-6 flex items-center gap-3">
<i data-lucide="eye" class="w-6 h-6 text-emerald-500"></i> Vision & Models
</h3>
<ul class="space-y-4 font-mono text-sm text-zinc-400">
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-emerald-500/50"></i> ultralytics</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-emerald-500/50"></i> torch</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-emerald-500/50"></i> torchvision</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-emerald-500/50"></i> opencv-python</li>
</ul>
</div>
<div class="bg-[#070709] border border-zinc-800/80 rounded-2xl p-6 md:p-8 relative overflow-hidden group hover:border-blue-500/40 transition-colors">
<div class="absolute top-0 left-0 w-full h-1 bg-gradient-to-r from-blue-500 to-blue-700"></div>
<h3 class="font-outfit text-white font-semibold text-xl mb-6 flex items-center gap-3">
<i data-lucide="bar-chart-3" class="w-6 h-6 text-blue-500"></i> Data & Analytics
</h3>
<ul class="space-y-4 font-mono text-sm text-zinc-400">
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-blue-500/50"></i> numpy</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-blue-500/50"></i> pandas</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-blue-500/50"></i> scikit-learn</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-blue-500/50"></i> matplotlib</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-blue-500/50"></i> seaborn</li>
</ul>
</div>
<div class="bg-[#070709] border border-zinc-800/80 rounded-2xl p-6 md:p-8 relative overflow-hidden group hover:border-amber-500/40 transition-colors">
<div class="absolute top-0 left-0 w-full h-1 bg-gradient-to-r from-amber-500 to-amber-700"></div>
<h3 class="font-outfit text-white font-semibold text-xl mb-6 flex items-center gap-3">
<i data-lucide="server-cog" class="w-6 h-6 text-amber-500"></i> System & Docs
</h3>
<ul class="space-y-4 font-mono text-sm text-zinc-400">
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-amber-500/50"></i> psutil</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-amber-500/50"></i> tqdm</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-amber-500/50"></i> reportlab</li>
<li class="flex items-center gap-3"><i data-lucide="check" class="w-4 h-4 text-amber-500/50"></i> python-docx</li>
</ul>
</div>
<div class="bg-[#070709] border border-zinc-800/80 rounded-2xl p-6 md:p-8 relative overflow-hidden group hover:border-purple-500/40 transition-colors">
<div class="absolute top-0 left-0 w-full h-1 bg-gradient-to-r from-purple-500 to-purple-700"></div>
<h3 class="font-outfit text-white font-semibold text-xl mb-6 flex items-center gap-3">
<i data-lucide="globe" class="w-6 h-6 text-purple-500"></i> Web & APIs
</h3>
<ul class="space-y-4 font-mono text-sm text-zinc-400">