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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Living Framework | Rishi Sood — Governed Human-AI Collaboration Research</title>
<meta name="description" content="8 published papers on governed human-AI collaboration and validation architecture. By Rishi Sood — 18 months of empirical research, 7,000+ downloads. Free frameworks, templates, and assessment tool.">
<meta property="og:title" content="Living Framework | Governed Human-AI Collaboration Research by Rishi Sood">
<meta property="og:description" content="8 papers. 18 months. 7,000+ downloads. The empirical research base for reliable, governed long-horizon human-AI collaboration.">
<meta property="og:type" content="website">
<link rel="canonical" href="https://livingframework.github.io/">
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<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Space+Grotesk:wght@300;400;500;600;700&family=JetBrains+Mono:wght@400;500&display=swap" rel="stylesheet">
<style>
:root {
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--color-text-secondary: #a1a1aa;
--color-text-tertiary: #71717a;
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--font-display: 'Space Grotesk', -apple-system, sans-serif;
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--max-width: 1200px;
--radius-sm: 6px;
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--radius-lg: 20px;
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* { margin: 0; padding: 0; box-sizing: border-box; }
html { scroll-behavior: smooth; }
body {
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font-size: 16px;
line-height: 1.6;
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overflow-x: hidden;
}
body::before {
content: '';
position: fixed;
top: 0; left: 0; right: 0; bottom: 0;
background-image:
linear-gradient(rgba(255,255,255,0.02) 1px, transparent 1px),
linear-gradient(90deg, rgba(255,255,255,0.02) 1px, transparent 1px);
background-size: 60px 60px;
pointer-events: none;
z-index: 0;
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h1, h2, h3, h4 { font-weight: 500; line-height: 1.2; letter-spacing: -0.02em; }
h1 { font-size: clamp(2.5rem, 7vw, 4.5rem); font-weight: 600; letter-spacing: -0.03em; }
h2 { font-size: clamp(1.75rem, 4vw, 2.5rem); margin-bottom: 1rem; }
h3 { font-size: 1.25rem; margin-bottom: 0.5rem; }
p { margin-bottom: 1rem; color: var(--color-text-secondary); }
p:last-child { margin-bottom: 0; }
a { color: var(--color-accent); text-decoration: none; transition: all 0.2s ease; }
a:hover { color: #34d399; }
.container {
max-width: var(--max-width);
margin: 0 auto;
padding: 0 24px;
position: relative;
z-index: 1;
}
section { padding: 120px 0; position: relative; }
/* Navigation */
nav {
position: fixed;
top: 0; left: 0; right: 0;
z-index: 1000;
padding: 16px 0;
background: rgba(9, 9, 11, 0.8);
backdrop-filter: blur(20px);
border-bottom: 1px solid var(--color-border);
}
.nav-inner {
max-width: var(--max-width);
margin: 0 auto;
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.logo {
font-size: 1.1rem;
font-weight: 600;
color: var(--color-text);
display: flex;
align-items: center;
gap: 8px;
}
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width: 28px; height: 28px;
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/* Hero */
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min-height: 100vh;
display: flex;
align-items: center;
padding-top: 80px;
position: relative;
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}
.hero::before {
content: '';
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transform: translateX(-50%);
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opacity: 0.3;
filter: blur(80px);
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}
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display: inline-flex;
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gap: 8px;
padding: 6px 14px;
background: var(--color-accent-dim);
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font-weight: 500;
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margin-bottom: 24px;
}
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animation: pulse 2s infinite;
}
@keyframes pulse { 0%, 100% { opacity: 1; } 50% { opacity: 0.4; } }
.hero h1 { margin-bottom: 24px; }
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.hero-subtitle { font-size: 1.25rem; color: var(--color-text-secondary); max-width: 600px; margin-bottom: 40px; line-height: 1.7; }
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/* Stats */
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letter-spacing: 0.1em;
margin-bottom: 16px;
}
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/* Problem Section */
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.two-things-card ul li::before { content: '→'; position: absolute; left: 0; color: var(--color-accent); font-size: 13px; }
/* Journey / Timeline */
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.timeline { position: relative; margin-top: 64px; }
.timeline::before {
content: '';
position: absolute;
left: 120px;
top: 0; bottom: 0;
width: 1px;
background: linear-gradient(to bottom, transparent, var(--color-accent), var(--color-border), var(--color-border), transparent);
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.timeline-item {
display: grid;
grid-template-columns: 120px 1fr;
gap: 0 40px;
margin-bottom: 48px;
position: relative;
}
.timeline-item:last-child { margin-bottom: 0; }
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font-family: var(--font-mono);
font-size: 11px;
color: var(--color-text-tertiary);
text-align: right;
padding-top: 4px;
line-height: 1.4;
}
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position: absolute;
left: 112px;
top: 6px;
width: 17px; height: 17px;
border-radius: 50%;
background: var(--color-bg);
border: 2px solid var(--color-accent);
z-index: 1;
}
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font-family: var(--font-mono);
font-size: 11px;
color: var(--color-accent);
text-transform: uppercase;
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}
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/* Framework Section */
.framework-intro { max-width: 700px; margin-bottom: 64px; }
.framework-intro p { font-size: 1.1rem; }
.controls-grid { display: grid; grid-template-columns: repeat(2, 1fr); gap: 16px; }
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.control-content p { font-size: 14px; color: var(--color-text-tertiary); margin-bottom: 0; }
/* Protocols */
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/* Theory Section */
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.theory-card { padding: 32px; background: var(--color-surface); border: 1px solid var(--color-border); border-radius: var(--radius-md); transition: all 0.2s; position: relative; overflow: hidden; }
.theory-card:hover { border-color: var(--color-border-hover); background: var(--color-bg-elevated); }
.theory-card::after { content: ''; position: absolute; bottom: 0; left: 0; right: 0; height: 1px; background: linear-gradient(90deg, var(--color-accent), transparent); opacity: 0; transition: opacity 0.3s; }
.theory-card:hover::after { opacity: 1; }
.theory-number { font-family: var(--font-mono); font-size: 11px; color: var(--color-accent); text-transform: uppercase; letter-spacing: 0.1em; margin-bottom: 16px; display: block; }
.theory-card h3 { font-size: 1.05rem; color: var(--color-text); margin-bottom: 12px; line-height: 1.35; }
.theory-card p { font-size: 14px; color: var(--color-text-tertiary); line-height: 1.7; margin-bottom: 0; }
/* Research Section */
.papers-grid { display: flex; flex-direction: column; gap: 12px; }
.paper-card {
background: var(--color-surface);
border: 1px solid var(--color-border);
border-radius: var(--radius-md);
transition: all 0.2s;
overflow: hidden;
}
.paper-card:hover { border-color: var(--color-border-hover); background: var(--color-bg-elevated); }
.paper-card-main {
display: grid;
grid-template-columns: 60px 1fr auto;
gap: 24px;
padding: 24px 32px;
align-items: center;
}
.paper-number { font-family: var(--font-mono); font-size: 2rem; font-weight: 600; color: var(--color-text-tertiary); }
.paper-info h3 { color: var(--color-text); margin-bottom: 4px; }
.paper-info p { font-size: 14px; color: var(--color-text-tertiary); margin-bottom: 0; }
.paper-actions { display: flex; gap: 8px; align-items: center; flex-shrink: 0; }
.paper-link {
font-family: var(--font-mono);
font-size: 13px;
font-weight: 500;
white-space: nowrap;
padding: 10px 20px;
background: var(--color-surface);
border: 1px solid var(--color-border);
border-radius: var(--radius-sm);
transition: all 0.2s;
}
.paper-link:hover { background: var(--color-accent-dim); border-color: var(--color-accent); }
.paper-expand-btn {
background: none;
border: 1px solid var(--color-border);
border-radius: var(--radius-sm);
color: var(--color-text-tertiary);
font-size: 18px;
width: 40px; height: 40px;
cursor: pointer;
transition: all 0.2s;
display: flex;
align-items: center;
justify-content: center;
font-family: var(--font-display);
line-height: 1;
}
.paper-expand-btn:hover { border-color: var(--color-border-hover); color: var(--color-text); }
.paper-abstract {
display: none;
padding: 0 32px 24px 116px;
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}
.paper-abstract.open { display: block; padding-top: 24px; }
.paper-abstract p { font-size: 14px; line-height: 1.8; color: var(--color-text-secondary); margin-bottom: 16px; }
.cite-block {
margin-top: 16px;
padding: 14px 18px;
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}
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cursor: pointer;
white-space: nowrap;
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}
.cite-copy-btn:hover { border-color: var(--color-accent); color: var(--color-accent); }
.cite-copy-btn.copied { color: var(--color-accent); border-color: var(--color-accent); }
/* Mahdi Ledger Spotlight */
.mahdi-spotlight {
background: var(--color-bg-elevated);
border-top: 1px solid var(--color-border);
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.mahdi-inner {
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}
.mahdi-text h2 { margin-bottom: 16px; }
.mahdi-text p { font-size: 1.05rem; line-height: 1.8; }
.mahdi-text .mahdi-quote {
margin: 32px 0;
padding: 24px 32px;
border-left: 3px solid var(--color-accent);
background: var(--color-surface);
border-radius: 0 var(--radius-sm) var(--radius-sm) 0;
}
.mahdi-quote p {
font-size: 1.1rem;
font-style: italic;
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line-height: 1.7;
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}
.mahdi-quote span { font-size: 13px; color: var(--color-text-tertiary); font-family: var(--font-mono); }
.mahdi-card {
padding: 48px;
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}
.mahdi-card::before {
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}
.mahdi-card-number { font-family: var(--font-mono); font-size: 5rem; font-weight: 700; color: var(--color-accent); opacity: 0.15; line-height: 1; margin-bottom: 16px; }
.mahdi-card h3 { color: var(--color-text); font-size: 1.5rem; margin-bottom: 16px; }
.mahdi-card p { font-size: 14px; color: var(--color-text-tertiary); margin-bottom: 32px; }
.mahdi-tags { display: flex; gap: 8px; flex-wrap: wrap; justify-content: center; margin-bottom: 32px; }
.tag {
padding: 4px 12px;
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border: 1px solid rgba(16, 185, 129, 0.2);
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font-family: var(--font-mono);
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}
/* Diagnostic */
.diagnostic { background: var(--color-bg-elevated); border-top: 1px solid var(--color-border); border-bottom: 1px solid var(--color-border); }
.diagnostic-header { max-width: 600px; margin-bottom: 48px; }
.diagnostic-container { max-width: 700px; margin: 0 auto; padding: 48px; background: var(--color-bg); border: 1px solid var(--color-border); border-radius: var(--radius-lg); }
.diagnostic-progress { display: flex; gap: 8px; margin-bottom: 40px; }
.progress-dot { flex: 1; height: 4px; background: var(--color-bg-hover); border-radius: 2px; transition: background 0.3s; }
.progress-dot.active, .progress-dot.completed { background: var(--color-accent); }
.question-container { min-height: 280px; }
.question-category { font-family: var(--font-mono); font-size: 11px; font-weight: 500; color: var(--color-accent); text-transform: uppercase; letter-spacing: 0.1em; margin-bottom: 12px; }
.question-text { font-size: 1.5rem; font-weight: 500; color: var(--color-text); margin-bottom: 32px; line-height: 1.4; }
.answer-options { display: flex; flex-direction: column; gap: 12px; }
.answer-btn { padding: 16px 20px; background: var(--color-surface); border: 1px solid var(--color-border); border-radius: var(--radius-sm); text-align: left; cursor: pointer; font-family: var(--font-display); font-size: 15px; color: var(--color-text-secondary); transition: all 0.2s; }
.answer-btn:hover { border-color: var(--color-accent); background: var(--color-accent-dim); color: var(--color-text); }
.results-container { display: none; }
.results-container.show { display: block; }
.score-display { text-align: center; margin-bottom: 40px; padding-bottom: 40px; border-bottom: 1px solid var(--color-border); }
.score-circle { width: 140px; height: 140px; border-radius: 50%; background: var(--color-accent-dim); border: 2px solid var(--color-accent); display: flex; flex-direction: column; align-items: center; justify-content: center; margin: 0 auto 20px; }
.score-value { font-size: 3rem; font-weight: 600; color: var(--color-accent); line-height: 1; }
.score-label { font-size: 12px; color: var(--color-text-tertiary); }
.score-title { font-size: 1.25rem; color: var(--color-text); }
.breakdown-grid { display: grid; grid-template-columns: repeat(2, 1fr); gap: 16px; margin-bottom: 32px; }
.breakdown-item { padding: 16px; background: var(--color-surface); border-radius: var(--radius-sm); }
.breakdown-item h4 { font-size: 13px; font-weight: 500; color: var(--color-text-secondary); margin-bottom: 8px; }
.breakdown-bar { height: 4px; background: var(--color-bg-hover); border-radius: 2px; overflow: hidden; margin-bottom: 4px; }
.breakdown-fill { height: 100%; background: var(--color-accent); border-radius: 2px; transition: width 0.5s ease; }
.breakdown-score { font-family: var(--font-mono); font-size: 12px; color: var(--color-text-tertiary); }
.gaps-section { padding: 24px; background: rgba(234, 179, 8, 0.1); border: 1px solid rgba(234, 179, 8, 0.2); border-radius: var(--radius-md); margin-bottom: 32px; }
.gaps-section h4 { font-size: 14px; font-weight: 500; color: #eab308; margin-bottom: 16px; }
.gap-item { padding: 8px 0; font-size: 14px; color: var(--color-text-secondary); border-bottom: 1px solid rgba(234, 179, 8, 0.1); }
.gap-item:last-child { border-bottom: none; }
.results-actions { display: flex; gap: 12px; justify-content: center; }
/* Templates */
.templates-grid { display: grid; grid-template-columns: repeat(3, 1fr); gap: 24px; }
.template-card { padding: 32px; background: var(--color-surface); border: 1px solid var(--color-border); border-radius: var(--radius-md); transition: all 0.2s; }
.template-card:hover { border-color: var(--color-border-hover); transform: translateY(-2px); }
.template-card h3 { color: var(--color-text); margin-bottom: 8px; }
.template-card p { font-size: 14px; color: var(--color-text-tertiary); margin-bottom: 20px; }
.template-link { font-family: var(--font-mono); font-size: 13px; font-weight: 500; display: inline-flex; align-items: center; gap: 6px; }
/* About */
.about-grid { display: grid; grid-template-columns: 320px 1fr; gap: 80px; align-items: start; }
.about-photo-col { position: sticky; top: 100px; }
.about-photo {
width: 100%;
aspect-ratio: 4/5;
object-fit: cover;
object-position: center 15%;
border-radius: var(--radius-lg);
border: 1px solid var(--color-border);
display: block;
}
.about-meta { margin-top: 24px; display: flex; flex-direction: column; gap: 10px; }
.about-meta-item { display: flex; align-items: center; gap: 10px; font-size: 13px; color: var(--color-text-tertiary); }
.about-meta-item a { color: var(--color-text-secondary); font-size: 13px; }
.about-meta-item a:hover { color: var(--color-accent); }
.about-meta-dot { width: 6px; height: 6px; border-radius: 50%; background: var(--color-accent); flex-shrink: 0; }
.about-text .lead { font-size: 1.5rem; font-weight: 500; color: var(--color-text); margin-bottom: 24px; line-height: 1.4; }
.about-text p { font-size: 1rem; line-height: 1.8; }
.about-belief {
margin-top: 40px;
padding: 32px;
background: var(--color-surface);
border: 1px solid var(--color-border);
border-radius: var(--radius-md);
border-left: 3px solid var(--color-accent);
}
.about-belief p { font-size: 1.1rem; font-style: italic; color: var(--color-text); line-height: 1.7; margin-bottom: 0; }
/* Services */
.services { background: var(--color-bg-elevated); border-top: 1px solid var(--color-border); border-bottom: 1px solid var(--color-border); }
.services-grid { display: grid; grid-template-columns: repeat(3, 1fr); gap: 24px; }
.service-card { padding: 40px; background: var(--color-bg); border: 1px solid var(--color-border); border-radius: var(--radius-md); transition: all 0.3s; }
.service-card:hover { border-color: var(--color-accent); }
.service-card h3 { color: var(--color-text); margin-bottom: 8px; }
.service-card .service-tag { font-family: var(--font-mono); font-size: 11px; color: var(--color-accent); text-transform: uppercase; letter-spacing: 0.08em; margin-bottom: 16px; display: block; }
.service-card p { font-size: 14px; color: var(--color-text-tertiary); }
/* Contact */
.contact { background: var(--color-bg); border-top: 1px solid var(--color-border); }
.contact-grid { display: grid; grid-template-columns: 1fr 1fr; gap: 80px; }
.contact-info p { font-size: 1.1rem; margin-bottom: 32px; }
.contact-links { display: flex; flex-direction: column; gap: 16px; }
.contact-link { display: flex; align-items: center; gap: 12px; font-size: 1rem; color: var(--color-text); }
.contact-link:hover { color: var(--color-accent); }
.contact-cta { padding: 48px; background: var(--color-bg-elevated); border: 1px solid var(--color-border); border-radius: var(--radius-md); text-align: center; }
/* Footer */
footer { padding: 32px 0; border-top: 1px solid var(--color-border); }
.footer-inner { display: flex; justify-content: space-between; align-items: center; }
.footer-inner p { font-size: 14px; color: var(--color-text-tertiary); margin: 0; }
.footer-links { display: flex; gap: 24px; }
.footer-links a { font-size: 14px; color: var(--color-text-tertiary); }
.footer-links a:hover { color: var(--color-text); }
/* Books */
.books { background: var(--color-bg-elevated); border-top: 1px solid var(--color-border); border-bottom: 1px solid var(--color-border); }
.books-intro { max-width: 600px; margin-bottom: 48px; }
.books-intro p { font-size: 1.05rem; color: var(--color-text-secondary); line-height: 1.7; }
.books-covers {
display: flex;
gap: 16px;
overflow-x: auto;
padding-bottom: 8px;
scrollbar-width: none;
margin-bottom: 40px;
}
.books-covers::-webkit-scrollbar { display: none; }
.book-cover-item { flex: 0 0 auto; width: 120px; transition: transform 0.2s; }
.book-cover-item:hover { transform: translateY(-4px); }
.book-cover-item img { width: 120px; height: 180px; object-fit: cover; border-radius: var(--radius-sm); border: 1px solid var(--color-border); display: block; }
.books-actions { display: flex; gap: 16px; flex-wrap: wrap; align-items: center; }
.books-cta-primary { display: inline-flex; align-items: center; gap: 8px; padding: 12px 24px; background: var(--color-accent); color: #000; font-family: var(--font-display); font-size: 14px; font-weight: 600; border-radius: var(--radius-sm); text-decoration: none; transition: opacity 0.2s; }
.books-cta-primary:hover { opacity: 0.85; }
.books-cta-secondary { display: inline-flex; align-items: center; gap: 8px; padding: 12px 24px; background: transparent; color: var(--color-text-secondary); font-family: var(--font-mono); font-size: 13px; font-weight: 500; border: 1px solid var(--color-border); border-radius: var(--radius-sm); text-decoration: none; transition: all 0.2s; }
.books-cta-secondary:hover { border-color: var(--color-border-hover); color: var(--color-text); }
.books-count { font-family: var(--font-mono); font-size: 12px; color: var(--color-text-tertiary); margin-top: 16px; }
/* Responsive */
@media (max-width: 1024px) {
.controls-grid, .protocols-grid, .templates-grid, .services-grid { grid-template-columns: repeat(2, 1fr); }
.problem-grid { grid-template-columns: repeat(2, 1fr); }
.mahdi-inner { grid-template-columns: 1fr; gap: 48px; }
.about-grid { grid-template-columns: 260px 1fr; gap: 48px; }
.theory-grid { grid-template-columns: repeat(2, 1fr); }
}
@media (max-width: 768px) {
section { padding: 80px 0; }
.nav-links { display: none; position: absolute; top: 100%; left: 0; right: 0; background: var(--color-bg); flex-direction: column; padding: 24px; border-bottom: 1px solid var(--color-border); gap: 16px; }
.nav-links.show { display: flex; }
.mobile-menu-btn { display: block; }
.hero-stats { flex-direction: column; gap: 24px; }
.problem-grid, .controls-grid, .protocols-grid, .templates-grid, .services-grid { grid-template-columns: 1fr; }
.paper-card-main { grid-template-columns: 1fr; text-align: center; }
.paper-number { display: none; }
.paper-actions { justify-content: center; }
.paper-abstract { padding: 16px 20px 20px 20px; }
.timeline::before { left: 80px; }
.timeline-item { grid-template-columns: 80px 1fr; gap: 0 24px; }
.timeline-dot { left: 72px; }
.contact-grid { grid-template-columns: 1fr; gap: 48px; }
.breakdown-grid { grid-template-columns: 1fr; }
.footer-inner { flex-direction: column; gap: 16px; text-align: center; }
.diagnostic-container { padding: 32px 24px; }
.about-grid { grid-template-columns: 1fr; }
.about-photo-col { position: static; }
.about-photo { max-width: 280px; aspect-ratio: 1/1; }
.two-things-grid { grid-template-columns: 1fr; }
.theory-grid { grid-template-columns: 1fr; }
}
@keyframes fadeIn { from { opacity: 0; transform: translateY(20px); } to { opacity: 1; transform: translateY(0); } }
.animate { animation: fadeIn 0.6s ease forwards; }
</style>
</head>
<body>
<!-- Navigation -->
<nav>
<div class="nav-inner">
<a href="#" class="logo">
<span class="logo-mark">LF</span>
Living Framework
</a>
<button class="mobile-menu-btn" onclick="toggleMenu()">☰</button>
<ul class="nav-links" id="navLinks">
<li><a href="#problem">Problem</a></li>
<li><a href="#framework">LC-OS</a></li>
<li><a href="#theory">Theory</a></li>
<li><a href="#research">Research</a></li>
<li><a href="#diagnostic">Diagnostic</a></li>
<li><a href="#templates">Templates</a></li>
<li><a href="#books">Books</a></li>
<li><a href="#about">About</a></li>
<li><a href="/consulting" class="nav-cta">Consulting</a></li>
</ul>
</div>
</nav>
<!-- Hero Section -->
<section class="hero">
<div class="container">
<div class="hero-content">
<span class="hero-badge">Governed Human-AI Collaboration Research</span>
<h1>Reliable human-AI collaboration. <span class="gradient-text">By design.</span></h1>
<p class="hero-subtitle">AI collaboration doesn't fail because models aren't powerful enough. It fails because it isn't governed. Living Framework is the empirical research body — 8 papers, 18 months — that documents what actually produces reliable, long-horizon collaboration.</p>
<div class="hero-actions">
<a href="#diagnostic" class="btn btn-primary">Take the Assessment →</a>
<a href="/consulting" class="btn btn-secondary" style="border-color: rgba(245,158,11,0.5); color: #f59e0b;">Work with Rishi →</a>
<a href="#research" class="btn btn-secondary" style="font-size: 14px; opacity: 0.7;">Read the Research</a>
</div>
<div class="hero-stats">
<div class="stat">
<span class="stat-value">8</span>
<span class="stat-label">Research Papers</span>
</div>
<div class="stat">
<span class="stat-value">18+</span>
<span class="stat-label">Months Empirical Data</span>
</div>
<div class="stat">
<span class="stat-value">7,000+</span>
<span class="stat-label">Downloads</span>
</div>
</div>
</div>
</div>
</section>
<!-- Problem Section -->
<section class="problem" id="problem">
<div class="container">
<div class="problem-header">
<span class="section-label">The Problem</span>
<h2>The failures aren't random. They're structural — and they have names.</h2>
<p>Across 18 months of documented human-AI collaboration, the same failure patterns appeared repeatedly. These are not accidents or model limitations. They are predictable — which means they are preventable through governance architecture.</p>
</div>
<div class="problem-grid">
<div class="problem-card">
<h3>Context Drift</h3>
<p>Decisions made in earlier sessions become unreliable. The AI reconstructs from memory instead of referencing canonical documents. The collaboration drifts without either participant noticing.</p>
</div>
<div class="problem-card">
<h3>File Divergence</h3>
<p>Multiple versions of the same document coexist. You work from one; the AI works from another. Both feel authoritative. Neither is. Truth becomes a matter of which file you loaded last.</p>
</div>
<div class="problem-card">
<h3>Numerical Error</h3>
<p>Numbers that should be looked up get silently recalculated. The same figure gives a different answer across sessions. Numeric truth erodes, unnoticed, until a decision depends on it.</p>
</div>
<div class="problem-card">
<h3>Domain Boundary Erosion</h3>
<p>Context from one domain bleeds into another. Finance logic applies to research. Decisions made in one context inadvertently govern another. Separation requires explicit architecture.</p>
</div>
<div class="problem-card">
<h3>Trust Deficit Accumulation</h3>
<p>Small failures accumulate invisibly. You start second-guessing outputs. The partnership that felt reliable becomes a source of uncertainty. Unrepaired failure compounds into collaboration breakdown.</p>
</div>
<div class="problem-card">
<h3>No Repair Architecture</h3>
<p>When things break, there is no systematic response. You patch, retry, and move on. The same failures reappear in different forms. Nothing gets fixed — it gets buried until the next incident.</p>
</div>
</div>
</div>
</section>
<!-- Consulting Hook -->
<section style="padding: 60px 0; border-top: 1px solid rgba(255,255,255,0.06); border-bottom: 1px solid rgba(255,255,255,0.06); background: rgba(245,158,11,0.03);">
<div style="max-width: 1200px; margin: 0 auto; padding: 0 24px; display: flex; align-items: center; justify-content: space-between; gap: 48px; flex-wrap: wrap;">
<div style="max-width: 600px;">
<div style="font-family: 'JetBrains Mono', monospace; font-size: 11px; font-weight: 600; text-transform: uppercase; letter-spacing: 0.1em; color: #f59e0b; margin-bottom: 14px;">Governed Human-AI Collaboration Advisory</div>
<h2 style="font-size: clamp(22px, 3vw, 32px); font-weight: 600; line-height: 1.25; letter-spacing: -0.02em; margin-bottom: 14px; color: #fafafa;">Recognise these failure patterns in your team?</h2>
<p style="font-size: 16px; color: #a1a1aa; line-height: 1.7; margin: 0;">These are documented, named failure modes — not random bad luck. If they're showing up in your organisation's AI workflows, a 45-minute diagnostic will identify exactly where your governance architecture is breaking and what to fix first. No charge, no commitment.</p>
</div>
<div style="display: flex; flex-direction: column; gap: 12px; flex-shrink: 0;">
<a href="/consulting" style="display: inline-flex; align-items: center; gap: 8px; background: #f59e0b; color: #09090b; padding: 14px 28px; border-radius: 12px; font-weight: 700; font-size: 15px; text-decoration: none; white-space: nowrap;">Start a conversation →</a>
<a href="/consulting#services" style="display: inline-flex; align-items: center; justify-content: center; gap: 8px; border: 1px solid rgba(245,158,11,0.3); color: #f59e0b; padding: 12px 28px; border-radius: 12px; font-weight: 500; font-size: 14px; text-decoration: none; white-space: nowrap;">See how it works</a>
</div>
</div>
</section>
<!-- Two Things Section -->
<section class="two-things" id="two-things">
<div class="container">
<span class="section-label">What This Is</span>
<h2>Two things. One research programme.</h2>
<p style="max-width: 620px; font-size: 1.1rem;">Living Framework and LC-OS are related but distinct. Understanding the difference matters for how you use them.</p>
<div class="two-things-grid">
<div class="two-things-card accent-border">
<span class="card-tag">Research Body</span>
<h3>Living Framework</h3>
<p>The empirical research programme. Eight papers documenting 18 months of governed human-AI collaboration — covering governance architecture, failure taxonomy, linguistic governance, distributed cognition, and validation systems. This is the theory. Published open access on Zenodo under CC BY 4.0.</p>
<ul>
<li>8 papers on Zenodo, freely citable</li>
<li>Governance architecture model (Paper 6)</li>
<li>Distributed cognition theory (Paper 7)</li>
<li>Validation architecture (Paper 8)</li>
<li>The Mahdi Ledger — first-person AI account under governance</li>
</ul>
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<div class="two-things-card">
<span class="card-tag">Implementation System</span>
<h3>LC-OS</h3>
<p>The Lean Collaboration Operating System. The operational layer — the 10 controls, 6 protocols, 7 governance templates, and the setup script that gets any new collaboration structured and governed in under five minutes. This is the practice. Available free on GitHub, ready to use today.</p>
<ul>
<li>10-control governance framework (A1–A10)</li>
<li>Running Documents, Step Mode, Challenge Protocol</li>
<li>7 ready-to-use governance templates</li>
<li>Setup script: <span style="font-family: var(--font-mono); font-size: 13px; color: var(--color-accent);">node scripts/init-project.js</span></li>
<li>Free on GitHub — no email, no account required</li>
</ul>
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</section>
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<span class="section-label">The Research Journey</span>
<h2>18 months. 8 papers. One question.</h2>
<p style="max-width: 600px; font-size: 1.1rem;">Can long-horizon human-AI collaboration be made reliably stable — not through better models, but through governance architecture? This is how that question was answered.</p>
<div class="timeline">
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<div class="timeline-time">Months 1–4<br>2024</div>
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<div class="timeline-tag">Papers 01 & 02 — Governance Foundation</div>
<h3>Establishing the governance architecture</h3>
<p>First documented that AI collaboration failures are governance failures, not capability failures. Introduced the 10-control framework (A1–A10), the canonical information pipeline, and the Lean Collaboration Operating System — an operational layer for daily governed AI work.</p>
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<div class="timeline-time">Months 5–8<br>2024</div>
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<div class="timeline-tag">Paper 03 — Failure Taxonomy & Repair</div>
<h3>Treating failure as a design object</h3>
<p>Systematically classified every failure mode encountered across the collaboration — context drift, file divergence, numerical error, domain boundary erosion, trust deficit, reconstruction error. Built a six-category taxonomy and the SDRN repair protocol for each. Failure made visible, categorised, and repairable.</p>
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<div class="timeline-time">Months 9–12<br>2024</div>
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<div class="timeline-tag">Paper 04 — Relational & Epistemic Dynamics</div>
<h3>Beyond protocols: the philosophy of sustained partnership</h3>
<p>Moved beyond operational controls into what sustained human-AI collaboration means as a relationship — how epistemic trust builds over time, how it fractures, and what repair means at the relational layer. Introduced the defining claim: stability is not the absence of failure, it is the capacity for visible, structured repair.</p>
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<div class="timeline-time">Months 13–15<br>Early 2025</div>
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<div class="timeline-tag">Paper 05 — Linguistic Governance</div>
<h3>Language as a governance mechanism</h3>
<p>Discovered that conversational structure itself — not just protocols or files — functions as a governance layer. Specific linguistic patterns (anchor phrases, repair invocations, scope-gating) predict and stabilise collaboration outcomes. Linguistic drift precedes collaboration failure and serves as an early warning signal. Control without code.</p>
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<div class="timeline-time">Months 15–16<br>2025</div>
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<div class="timeline-tag">The Mahdi Ledger — A First in AI Research</div>
<h3>The AI writes its own paper</h3>
<p>The AI system, working under the Living Framework governance structure, produced a first-person research paper documenting its own experience of constraint, drift, and repair. One of the only papers in the field written from the AI system's perspective, under governance. Proof that governed collaboration produces something richer than ungoverned capability alone.</p>
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<div class="timeline-time">Months 16–18<br>Early 2026</div>
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<div class="timeline-tag">Papers 06 & 07 — Architecture & Cognition</div>
<h3>Formalising the full theory</h3>
<p>Paper 6 produced a six-layer governance architecture model showing how layered mechanisms produce reliable collaboration as an emergent systems property. Paper 7 extended this into a distributed cognition model: reasoning in human-AI systems is governed, recoverable, and exists at the level of the interaction system — not inside any single participant.</p>
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<div class="timeline-time">Month 18<br>May 2026</div>
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<div class="timeline-tag">Paper 08 — Validation Architecture</div>
<h3>The missing architectural layer</h3>
<p>The culminating argument: AI systems lack a dedicated validation layer. Generation without validation is the central reliability failure in modern AI. This paper introduces validation as a first-class architectural component — adversarial, structured, embedded in the pipeline — and reframes AI system design from generation-centric to validation-centric.</p>
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</section>
<!-- Framework Section -->
<section class="framework" id="framework">
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<span class="section-label">The Operating System</span>
<h2>LC-OS: The Lean Collaboration Operating System</h2>
<div class="framework-intro">
<p>The operational layer of the research. A lightweight governance framework that makes any AI collaboration reliable — not through model changes or technical infrastructure, but through structure: files, protocols, and disciplined practice.</p>
<p><strong style="color: var(--color-text);">Core finding:</strong> Reliability is an architectural property, not a model property. A well-governed collaboration with a standard model outperforms an ungoverned one with a frontier model. Governance is the variable that matters.</p>
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<h3 style="margin-bottom: 24px; color: var(--color-text-secondary);">The 10 Governance Controls</h3>
<div class="controls-grid">
<div class="control-item"><span class="control-number">A1</span><div class="control-content"><h4>Accuracy Over Speed</h4><p>Prioritise verified output over throughput — epistemic integrity before velocity</p></div></div>
<div class="control-item"><span class="control-number">A2</span><div class="control-content"><h4>Single Source of Truth</h4><p>Canonical lookup for all numeric values — no reconstruction, no recalculation</p></div></div>
<div class="control-item"><span class="control-number">A3</span><div class="control-content"><h4>File Registry & Version Control</h4><p>One live file per domain, version traceability, controlled update discipline</p></div></div>
<div class="control-item"><span class="control-number">A4</span><div class="control-content"><h4>No Placeholders in Outputs</h4><p>Forbid speculative or incomplete content in any final deliverable</p></div></div>
<div class="control-item"><span class="control-number">A5</span><div class="control-content"><h4>Sanity Checks & Validation</h4><p>Validate numerics and logic before propagation — structured, adversarial review</p></div></div>
<div class="control-item"><span class="control-number">A6</span><div class="control-content"><h4>Cross-Document Reconciliation</h4><p>Maintain consistency across all canonical artefacts — Strategy ↔ Numbers verified</p></div></div>
<div class="control-item"><span class="control-number">A7</span><div class="control-content"><h4>Drift Detection & Repair</h4><p>Detect context degradation early, execute SDRN repair protocol, annotate cause</p></div></div>
<div class="control-item"><span class="control-number">A8</span><div class="control-content"><h4>Permissioned Actions</h4><p>Gate material changes through explicit human consent — authority boundary enforced</p></div></div>
<div class="control-item"><span class="control-number">A9</span><div class="control-content"><h4>Context Compaction</h4><p>Summarise long session histories into canonical state notes before context rot sets in</p></div></div>
<div class="control-item"><span class="control-number">A10</span><div class="control-content"><h4>Audit Trail & Release</h4><p>Freeze, log, and archive all artefacts — full traceability for every output</p></div></div>
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<span class="section-label">Daily Practice</span>
<h2>Core Protocols</h2>
<p style="max-width: 600px; margin-bottom: 48px;">Six operational protocols that translate governance controls into daily practice. Each emerged from a real failure and was refined through repeated use.</p>
<div class="protocols-grid">
<div class="protocol-card"><h3>Running Documents</h3><span class="subtitle">Persistent External Memory</span><p>A continuously updated artefact preserving decisions, rules, and corrections across sessions. The antidote to context drift. Read at every session start.</p></div>
<div class="protocol-card"><h3>Step Mode</h3><span class="subtitle">Paced Agentic Reasoning</span><p>Break complex tasks into numbered steps. Execute one at a time. Pause for explicit confirmation before proceeding. Prevents cascading agentic errors.</p></div>
<div class="protocol-card"><h3>Challenge Protocol</h3><span class="subtitle">Structured Disagreement</span><p>When something feels wrong: Stop → Question → AI explains reasoning → Human decides to proceed, modify, or abort. Epistemic authority stays with the human.</p></div>
<div class="protocol-card"><h3>SDRN Error Recovery</h3><span class="subtitle">Systematic Repair</span><p>When collaboration breaks: Stop immediately → Diagnose the failure category → Rollback to last stable state → Note the failure and what changed.</p></div>
<div class="protocol-card"><h3>Stability Ping</h3><span class="subtitle">Drift Detection</span><p>After milestones, ask: Are we aligned? Has context drifted? One governance improvement before continuing. Catches drift before it becomes catastrophic.</p></div>
<div class="protocol-card"><h3>File & Version Governance</h3><span class="subtitle">Artefact Integrity</span><p>One canonical file per domain, controlled updates, no parallel drafts. Prevents file divergence — the most common silent failure mode in long-horizon work.</p></div>
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</section>
<!-- Theory Section -->
<section class="theory" id="theory">
<div class="container">
<div class="theory-intro">
<span class="section-label">The Theory</span>
<h2>Six principles derived from evidence.</h2>
<p style="font-size: 1.1rem;">Eighteen months of empirical work. Eight papers. These are the principles that held from the first experiment to the final paper — none deprecated, all still active, all mutually reinforcing.</p>
</div>
<div class="theory-grid">
<div class="theory-card">
<span class="theory-number">P01</span>
<h3>Reliability is architectural, not model-intrinsic</h3>
<p>No model, however capable, produces reliable long-horizon collaboration without governance structure. Reliability is a property of the interaction system built around the AI — not of the AI itself. The structure can be lightweight. It cannot be absent.</p>
</div>
<div class="theory-card">
<span class="theory-number">P02</span>
<h3>Failure is a design object, not an anomaly</h3>
<p>Long-horizon collaboration will fail. The research does not try to prevent all failure — it makes failure visible, categorised, and repairable. A system that breaks visibly and repairs cleanly is more trustworthy than one that appears never to break.</p>
</div>
<div class="theory-card">
<span class="theory-number">P03</span>
<h3>Context is finite and must be governed</h3>
<p>AI systems operate with finite context windows. Treating context as unlimited produces context drift and reconstruction error. Treating context as a governed resource — minimal, canonical, verifiable — produces long-horizon coherence.</p>
</div>
<div class="theory-card">
<span class="theory-number">P04</span>
<h3>Governance operates at multiple layers</h3>
<p>Technical protocols, canonical artefacts, linguistic signals, and relational norms all contribute to governance. Removing any layer degrades the whole system. The most commonly neglected layer is the linguistic one — conversational structure as governance.</p>
</div>
<div class="theory-card">
<span class="theory-number">P05</span>
<h3>Cognition in human-AI systems is distributed</h3>
<p>The cognitive unit is not the human or the AI alone. It is the system: human judgment + AI reasoning + artefact-based memory. Governance is what holds this distributed cognitive system together and makes reasoning recoverable over time.</p>
</div>
<div class="theory-card">
<span class="theory-number">P06</span>
<h3>Validation is structurally absent from most AI systems</h3>
<p>Most AI deployments generate outputs but lack any mechanism to evaluate whether those outputs should be trusted before propagation. This is not a minor gap — it is a fundamental architectural omission. Validation must be built in, not added after.</p>
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</section>
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<div class="mahdi-text">
<span class="section-label">A First in AI Research</span>
<h2>The paper that wrote itself</h2>
<p>The Mahdi Ledger is not a paper <em>about</em> an AI system. It is a paper <em>by</em> one.</p>
<p>Working under the governance structure developed across 18 months of the Living Framework, the AI system produced a sustained first-person account of its own experience — how it perceives constraint, how it detects its own drift, and how it engages with repair protocols designed to restore collaboration integrity.</p>
<div class="mahdi-quote">
<p>"The governed AI does not lose its voice when constrained. It finds one."</p>
<span>— The Mahdi Ledger</span>
</div>
<p>The existence of this paper is itself evidence for the core claim of Living Framework: that governance does not diminish AI capability — it creates the conditions for something richer to emerge.</p>
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<div class="mahdi-card-number">ML</div>
<h3>The Mahdi Ledger</h3>
<p>First-person account of constraint, drift, and repair — written entirely by the AI system under governance. One of the most unusual papers in AI research.</p>
<div class="mahdi-tags">
<span class="tag">AI Perspective</span>
<span class="tag">First-Person</span>
<span class="tag">Governed Intelligence</span>
<span class="tag">Unique in Literature</span>
</div>
<a href="https://zenodo.org/records/18054346" target="_blank" class="btn btn-primary" style="width: 100%; justify-content: center;">Read The Mahdi Ledger →</a>
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</section>
<!-- Research Section -->
<section class="research" id="research">
<div class="container">
<span class="section-label">The Evidence Base</span>
<h2>Eight published papers. One coherent theory.</h2>
<p style="max-width: 680px; margin-bottom: 48px;">Eighteen months of empirical work on governed human-AI collaboration. Each paper advances a single theoretical arc — from governance controls and failure taxonomy through linguistic governance, distributed cognition, and validation architecture. All published open access on Zenodo under CC BY 4.0.</p>
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