4a13e04aef
Apply the same contrast fixes from the homepage audit to 10 additional pages. All changes are one shade darker within the same hue family: - text-teal-600 → text-teal-700 (4.08:1 → 5.31:1) - text-emerald-600 → text-emerald-700 (4.52:1 → 5.94:1) - text-gray-500 → text-gray-600 on gray backgrounds (3.77:1 → 5.27:1) Files: architecture, village-case-study, implementer, leader, timeline, api-reference, koha, koha/transparency, gdpr, agent-lightning Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
475 lines
25 KiB
HTML
475 lines
25 KiB
HTML
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<title>Village Case Study | Tractatus AI Safety Framework</title>
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<meta name="description" content="Technical case study of Tractatus governance in the Village platform. How Home AI applies six governance services to every user interaction.">
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<meta property="og:title" content="Village Case Study - Tractatus in Production">
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<meta property="og:description" content="Technical case study of Tractatus governance in the Village platform. How Home AI applies six governance services to every user interaction.">
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<meta name="twitter:title" content="Village Case Study - Tractatus in Production">
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<meta name="twitter:description" content="Technical case study of how Home AI applies six governance services to every user interaction.">
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<link rel="stylesheet" href="/css/tractatus-theme.min.css?v=0.1.2.1770743517007">
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<style>
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.skip-link { position: absolute; left: -9999px; }
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.skip-link:focus { left: 0; z-index: 100; background: white; padding: 1rem; }
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a:focus, button:focus, input:focus, select:focus, textarea:focus {
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a:focus:not(:focus-visible) { outline: none; }
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a:focus-visible { outline: 3px solid #3b82f6; outline-offset: 2px; }
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.hero-gradient-vcs { background: linear-gradient(135deg, #0d9488 0%, #0f766e 50%, #047857 100%); }
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.cta-gradient-vcs { background: linear-gradient(90deg, #0d9488 0%, #059669 100%); }
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</style>
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</head>
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<body class="bg-gray-50">
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<!-- Skip Link for Keyboard Navigation -->
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<a href="#main-content" class="skip-link">Skip to main content</a>
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<script src="/js/components/navbar.js?v=0.1.2.1770743517007" defer></script>
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<nav class="bg-gray-50 border-b border-gray-200 py-3" aria-label="Breadcrumb">
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<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
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<ol class="flex items-center space-x-2 text-sm">
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<li><a href="/" class="text-blue-600 hover:underline transition-colors">Home</a></li>
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<li class="text-gray-400">/</li>
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<li class="text-gray-900 font-medium" aria-current="page" data-i18n="breadcrumb">Village Case Study</li>
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<header role="banner">
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<div class="text-center">
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<div class="inline-block bg-black text-white px-4 py-2 rounded-lg font-semibold mb-6 text-sm" data-i18n="hero.badge">
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CASE STUDY
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<h1 class="text-4xl font-bold mb-6 text-black" data-i18n="hero.title">
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Village Platform: Tractatus in Production
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</h1>
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<p class="text-xl mb-8 max-w-3xl mx-auto text-black" data-i18n="hero.subtitle">
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How Home AI applies all six Tractatus governance services to every user interaction in a live community platform.
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</p>
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<!-- Caveat Box - HIGH VISIBILITY DISCLAIMER -->
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<div class="bg-amber-100 disclaimer-border border-amber-500 rounded-lg p-6 max-w-3xl mx-auto">
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<p class="text-amber-900 text-lg">
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<strong class="text-amber-800">⚠️ <span data-i18n="hero.disclaimer.label">Important:</span></strong> <span data-i18n="hero.disclaimer.text">This documents an early-stage federated deployment across four tenants by the framework developer.
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Metrics are self-reported. Independent audit and broader validation are planned but not yet conducted.</span>
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</p>
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</header>
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<!-- Main Content -->
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<main id="main-content" role="main" class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-12">
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<!-- Overview Section -->
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<section class="mb-16">
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<h2 class="text-3xl font-bold text-gray-900 mb-6" data-i18n="overview.heading">Overview</h2>
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<div class="bg-white rounded-xl shadow-md p-8 mb-8">
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<div class="grid grid-cols-1 md:grid-cols-2 gap-8">
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<div>
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<h3 class="text-lg font-semibold text-gray-900 mb-4" data-i18n="overview.platform_purpose.title">Platform Purpose</h3>
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<p class="text-gray-700 leading-relaxed" data-i18n="overview.platform_purpose.description">
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The Village is a member-owned community platform providing sovereign data storage,
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AI-assisted features, and privacy-by-design architecture. Communities operate
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with full data ownership and governance-protected AI assistance.
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</p>
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</div>
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<div>
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<h3 class="text-lg font-semibold text-gray-900 mb-4" data-i18n="overview.deployment_facts.title">Deployment Facts</h3>
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<ul class="space-y-2 text-gray-700">
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<li class="flex items-center">
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<span class="w-32 font-medium" data-i18n="overview.deployment_facts.duration_label">Duration:</span>
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<span data-i18n="overview.deployment_facts.duration_value">11+ months in production</span>
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</li>
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<li class="flex items-center">
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<span class="w-32 font-medium" data-i18n="overview.deployment_facts.tenant_label">Tenant Model:</span>
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<span data-i18n="overview.deployment_facts.tenant_value">Single-tenant (multi-tenant planned)</span>
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</li>
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<li class="flex items-center">
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<span class="w-32 font-medium" data-i18n="overview.deployment_facts.features_label">AI Features:</span>
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<span data-i18n="overview.deployment_facts.features_value">4 governed features live</span>
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</li>
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<li class="flex items-center">
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<span class="w-32 font-medium" data-i18n="overview.deployment_facts.services_label">Services/Response:</span>
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<span data-i18n="overview.deployment_facts.services_value">6 governance checks</span>
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</li>
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</ul>
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</div>
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</div>
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</div>
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</section>
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<!-- Architecture Mapping -->
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<section class="mb-16">
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<h2 class="text-3xl font-bold text-gray-900 mb-6">Architecture Mapping</h2>
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<p class="text-gray-700 mb-8">
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Each Village AI feature maps to specific Tractatus governance services.
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The table below shows how the six services coordinate for each feature.
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</p>
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<div class="bg-white rounded-xl shadow-md overflow-hidden">
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<table class="min-w-full divide-y divide-gray-200">
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<thead class="bg-gray-50">
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<tr>
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<th class="px-6 py-4 text-left text-sm font-semibold text-gray-900">Village Feature</th>
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<th class="px-6 py-4 text-left text-sm font-semibold text-gray-900">Primary Service</th>
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<th class="px-6 py-4 text-left text-sm font-semibold text-gray-900">Function</th>
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</tr>
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</thead>
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<tbody class="divide-y divide-gray-200">
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<tr>
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<td class="px-6 py-4 text-gray-900 font-medium">Home AI Responses</td>
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<td class="px-6 py-4 text-gray-700">BoundaryEnforcer</td>
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<td class="px-6 py-4 text-gray-600">Blocks values judgments, defers to human</td>
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</tr>
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<tr class="bg-gray-50">
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<td class="px-6 py-4 text-gray-900 font-medium">User Query Processing</td>
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<td class="px-6 py-4 text-gray-700">CrossReferenceValidator</td>
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<td class="px-6 py-4 text-gray-600">Prevents prompt injection, validates intent</td>
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</tr>
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<tr>
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<td class="px-6 py-4 text-gray-900 font-medium">Session Management</td>
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<td class="px-6 py-4 text-gray-700">ContextPressureMonitor</td>
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<td class="px-6 py-4 text-gray-600">Tracks session health, triggers handoffs</td>
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</tr>
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<tr class="bg-gray-50">
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<td class="px-6 py-4 text-gray-900 font-medium">Multi-Step Operations</td>
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<td class="px-6 py-4 text-gray-700">MetacognitiveVerifier</td>
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<td class="px-6 py-4 text-gray-600">Detects scope creep, requires review</td>
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</tr>
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<tr>
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<td class="px-6 py-4 text-gray-900 font-medium">Feature Flags</td>
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<td class="px-6 py-4 text-gray-700">InstructionPersistenceClassifier</td>
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<td class="px-6 py-4 text-gray-600">Persistence classification for settings</td>
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</tr>
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<tr class="bg-gray-50">
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<td class="px-6 py-4 text-gray-900 font-medium">Consent Handling</td>
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<td class="px-6 py-4 text-gray-700">PluralisticDeliberationOrchestrator</td>
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<td class="px-6 py-4 text-gray-600">Multi-stakeholder decisions</td>
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</tr>
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</tbody>
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</table>
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</div>
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</section>
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<!-- The Home AI Flow -->
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<section class="mb-16">
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<h2 class="text-3xl font-bold text-gray-900 mb-6">The Home AI Flow</h2>
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<p class="text-gray-700 mb-4">
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When a user submits a query to Home AI, it passes through six verification stages
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before a response is generated. This flow operates in the critical execution path.
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</p>
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<p class="text-sm text-gray-600 mb-8">
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For a detailed account of Home AI's sovereign architecture, training approach, and governance integration, see <a href="/home-ai.html" class="text-blue-600 hover:text-blue-700 font-medium underline">Home AI / SLL: Sovereign Locally-Trained Language Model</a>.
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</p>
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<div class="bg-white rounded-xl shadow-md p-8">
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<ol class="space-y-6">
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<li class="flex items-start">
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<div class="flex-shrink-0 w-8 h-8 rounded-full bg-teal-600 text-white flex items-center justify-center font-bold mr-4">1</div>
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<div>
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<h4 class="font-semibold text-gray-900">User Query Received</h4>
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<p class="text-gray-600">User submits query via Help Chat widget or story assistance</p>
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</div>
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</li>
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<li class="flex items-start">
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<div class="flex-shrink-0 w-8 h-8 rounded-full bg-teal-600 text-white flex items-center justify-center font-bold mr-4">2</div>
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<div>
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<h4 class="font-semibold text-gray-900">BoundaryEnforcer Check</h4>
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<p class="text-gray-600">Is this a values question requiring human judgment?</p>
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</div>
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</li>
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<li class="flex items-start">
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<div class="flex-shrink-0 w-8 h-8 rounded-full bg-teal-600 text-white flex items-center justify-center font-bold mr-4">3</div>
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<div>
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<h4 class="font-semibold text-gray-900">CrossReferenceValidator Check</h4>
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<p class="text-gray-600">Does this conflict with stored instructions or attempt injection?</p>
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</div>
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</li>
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<li class="flex items-start">
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<div class="flex-shrink-0 w-8 h-8 rounded-full bg-teal-600 text-white flex items-center justify-center font-bold mr-4">4</div>
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<div>
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<h4 class="font-semibold text-gray-900">ContextPressureMonitor Check</h4>
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<p class="text-gray-600">Is session health within acceptable bounds?</p>
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</div>
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</li>
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<li class="flex items-start">
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<div class="flex-shrink-0 w-8 h-8 rounded-full bg-teal-600 text-white flex items-center justify-center font-bold mr-4">5</div>
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<div>
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<h4 class="font-semibold text-gray-900">Query Processing</h4>
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<p class="text-gray-600">RAG system retrieves context with permission filtering</p>
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</div>
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</li>
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<li class="flex items-start">
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<div class="flex-shrink-0 w-8 h-8 rounded-full bg-teal-600 text-white flex items-center justify-center font-bold mr-4">6</div>
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<div>
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<h4 class="font-semibold text-gray-900">Response Generation</h4>
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<p class="text-gray-600">AI generates response (Claude Haiku for non-EN, local Llama for EN)</p>
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</div>
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</li>
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<li class="flex items-start">
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<div class="flex-shrink-0 w-8 h-8 rounded-full bg-teal-600 text-white flex items-center justify-center font-bold mr-4">7</div>
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<div>
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<h4 class="font-semibold text-gray-900">MetacognitiveVerifier Check</h4>
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<p class="text-gray-600">Is response appropriate to query scope?</p>
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</div>
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</li>
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<li class="flex items-start">
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<div class="flex-shrink-0 w-8 h-8 rounded-full bg-emerald-600 text-white flex items-center justify-center font-bold mr-4">8</div>
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<div>
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<h4 class="font-semibold text-gray-900">Delivery</h4>
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<p class="text-gray-600">Response delivered to user with source attribution</p>
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</div>
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</li>
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</ol>
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</div>
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</section>
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<!-- Governed Features -->
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<section class="mb-16">
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<h2 class="text-3xl font-bold text-gray-900 mb-6">Governed Features in Detail</h2>
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<div class="grid grid-cols-1 md:grid-cols-2 gap-6">
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<!-- RAG Help Centre -->
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<div class="bg-white rounded-xl shadow-md p-6">
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<div class="flex items-center mb-4">
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<div class="w-12 h-12 rounded-lg bg-teal-100 flex items-center justify-center mr-4">
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<svg class="w-6 h-6 text-teal-700" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M8.228 9c.549-1.165 2.03-2 3.772-2 2.21 0 4 1.343 4 3 0 1.4-1.278 2.575-3.006 2.907-.542.104-.994.54-.994 1.093m0 3h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z"/>
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</svg>
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</div>
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<h3 class="text-xl font-semibold text-gray-900">RAG-Based Help Centre</h3>
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</div>
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<p class="text-gray-600 mb-4">
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Vector search over indexed help content, stories, and documentation.
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Results filtered by user permissions before inclusion in context.
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</p>
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<div class="text-sm text-gray-500">
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<strong>Services:</strong> CrossReferenceValidator, BoundaryEnforcer
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</div>
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</div>
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<!-- Document OCR -->
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<div class="bg-white rounded-xl shadow-md p-6">
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<div class="flex items-center mb-4">
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<div class="w-12 h-12 rounded-lg bg-teal-100 flex items-center justify-center mr-4">
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<svg class="w-6 h-6 text-teal-700" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M9 12h6m-6 4h6m2 5H7a2 2 0 01-2-2V5a2 2 0 012-2h5.586a1 1 0 01.707.293l5.414 5.414a1 1 0 01.293.707V19a2 2 0 01-2 2z"/>
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</svg>
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</div>
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<h3 class="text-xl font-semibold text-gray-900">Document OCR</h3>
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</div>
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<p class="text-gray-600 mb-4">
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Automated text extraction from uploaded documents.
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Operates under explicit consent controls with audit logging.
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</p>
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<div class="text-sm text-gray-500">
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<strong>Services:</strong> PluralisticDeliberationOrchestrator (consent)
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</div>
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</div>
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<!-- Story Assistance -->
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<div class="bg-white rounded-xl shadow-md p-6">
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<div class="flex items-center mb-4">
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<div class="w-12 h-12 rounded-lg bg-teal-100 flex items-center justify-center mr-4">
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<svg class="w-6 h-6 text-teal-700" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M11 5H6a2 2 0 00-2 2v11a2 2 0 002 2h11a2 2 0 002-2v-5m-1.414-9.414a2 2 0 112.828 2.828L11.828 15H9v-2.828l8.586-8.586z"/>
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</svg>
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</div>
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<h3 class="text-xl font-semibold text-gray-900">Story Assistance</h3>
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</div>
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<p class="text-gray-600 mb-4">
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AI-assisted writing suggestions for family stories.
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Content suggestions filtered through BoundaryEnforcer to prevent
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inappropriate recommendations.
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</p>
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<div class="text-sm text-gray-500">
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<strong>Services:</strong> BoundaryEnforcer, MetacognitiveVerifier
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</div>
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</div>
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<!-- AI Memory Transparency -->
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<div class="bg-white rounded-xl shadow-md p-6">
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<div class="flex items-center mb-4">
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<div class="w-12 h-12 rounded-lg bg-teal-100 flex items-center justify-center mr-4">
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<svg class="w-6 h-6 text-teal-700" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2"/>
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</svg>
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</div>
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<h3 class="text-xl font-semibold text-gray-900">AI Memory Transparency</h3>
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</div>
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<p class="text-gray-600 mb-4">
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User-controlled summarisation with full audit dashboard.
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Members can view, edit, and delete what AI "remembers" about them.
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</p>
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<div class="text-sm text-gray-500">
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<strong>Services:</strong> InstructionPersistenceClassifier, PluralisticDeliberationOrchestrator
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</div>
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</div>
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</div>
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</section>
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<!-- Honest Limitations -->
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<section class="mb-16">
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<h2 class="text-3xl font-bold text-gray-900 mb-6">Honest Limitations</h2>
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<div class="bg-amber-50 border-l-4 border-amber-500 rounded-r-xl p-8">
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<p class="text-amber-900 mb-6">
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This case study documents preliminary evidence from an early-stage federated deployment across four tenants.
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We are transparent about the following limitations:
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</p>
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<ul class="space-y-4">
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<li class="flex items-start">
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<svg class="w-6 h-6 text-amber-600 mr-3 flex-shrink-0" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M12 9v2m0 4h.01m-6.938 4h13.856c1.54 0 2.502-1.667 1.732-3L13.732 4c-.77-1.333-2.694-1.333-3.464 0L3.34 16c-.77 1.333.192 3 1.732 3z"/>
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</svg>
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<div>
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<strong class="text-amber-900">Limited Deployment:</strong>
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<span class="text-amber-800"> Village operates across four federated tenants within one platform. Generalisability to other contexts is unknown.</span>
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</div>
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</li>
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<li class="flex items-start">
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<svg class="w-6 h-6 text-amber-600 mr-3 flex-shrink-0" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M12 9v2m0 4h.01m-6.938 4h13.856c1.54 0 2.502-1.667 1.732-3L13.732 4c-.77-1.333-2.694-1.333-3.464 0L3.34 16c-.77 1.333.192 3 1.732 3z"/>
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</svg>
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<div>
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<strong class="text-amber-900">Self-Reported Metrics:</strong>
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<span class="text-amber-800"> No independent verification of logged data has been conducted.</span>
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</div>
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</li>
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<li class="flex items-start">
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<svg class="w-6 h-6 text-amber-600 mr-3 flex-shrink-0" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M12 9v2m0 4h.01m-6.938 4h13.856c1.54 0 2.502-1.667 1.732-3L13.732 4c-.77-1.333-2.694-1.333-3.464 0L3.34 16c-.77 1.333.192 3 1.732 3z"/>
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</svg>
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<div>
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<strong class="text-amber-900">Operator-Developer Overlap:</strong>
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<span class="text-amber-800"> Framework developer also operates Village (conflict of interest).</span>
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</div>
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</li>
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<li class="flex items-start">
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<svg class="w-6 h-6 text-amber-600 mr-3 flex-shrink-0" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M12 9v2m0 4h.01m-6.938 4h13.856c1.54 0 2.502-1.667 1.732-3L13.732 4c-.77-1.333-2.694-1.333-3.464 0L3.34 16c-.77 1.333.192 3 1.732 3z"/>
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</svg>
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<div>
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<strong class="text-amber-900">Limited Adversarial Testing:</strong>
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<span class="text-amber-800"> No formal red-team evaluation has been conducted.</span>
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</div>
|
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</li>
|
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<li class="flex items-start">
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<svg class="w-6 h-6 text-amber-600 mr-3 flex-shrink-0" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M12 9v2m0 4h.01m-6.938 4h13.856c1.54 0 2.502-1.667 1.732-3L13.732 4c-.77-1.333-2.694-1.333-3.464 0L3.34 16c-.77 1.333.192 3 1.732 3z"/>
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</svg>
|
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<div>
|
|
<strong class="text-amber-900">Voluntary Invocation:</strong>
|
|
<span class="text-amber-800"> AI could theoretically bypass governance if not configured to use it.</span>
|
|
</div>
|
|
</li>
|
|
</ul>
|
|
</div>
|
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</section>
|
|
|
|
<!-- What This Demonstrates -->
|
|
<section class="mb-16">
|
|
<h2 class="text-3xl font-bold text-gray-900 mb-6">What This Demonstrates</h2>
|
|
|
|
<div class="grid grid-cols-1 md:grid-cols-2 gap-8">
|
|
<div class="bg-green-50 border-l-4 border-green-500 rounded-r-xl p-6">
|
|
<h3 class="text-lg font-semibold text-green-900 mb-4">Evidence Supports</h3>
|
|
<ul class="space-y-2 text-green-800">
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|
<li>• Architectural governance can operate in production without prohibitive overhead</li>
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|
<li>• Six-service coordination is technically feasible</li>
|
|
<li>• Governance violations are detectable and auditable</li>
|
|
<li>• The framework learns from failures (documented incident responses)</li>
|
|
</ul>
|
|
</div>
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|
|
<div class="bg-gray-100 border-l-4 border-gray-400 rounded-r-xl p-6">
|
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<h3 class="text-lg font-semibold text-gray-900 mb-4">Evidence Does NOT Support</h3>
|
|
<ul class="space-y-2 text-gray-700">
|
|
<li>• Framework effectiveness at scale (thousands of concurrent users)</li>
|
|
<li>• Generalisability across different AI systems</li>
|
|
<li>• Resistance to sophisticated adversarial attacks</li>
|
|
<li>• Regulatory sufficiency (EU AI Act compliance untested)</li>
|
|
</ul>
|
|
</div>
|
|
</div>
|
|
</section>
|
|
|
|
<!-- CTAs -->
|
|
<section class="cta-gradient-vcs rounded-xl p-8 text-center">
|
|
<h2 class="text-2xl font-bold mb-4 text-black" data-i18n="cta.heading">Explore Further</h2>
|
|
<p class="text-black mb-6 max-w-2xl mx-auto" data-i18n="cta.description">
|
|
See the Village platform in action, or dive deeper into the technical architecture.
|
|
</p>
|
|
<div class="flex flex-wrap gap-4 justify-center">
|
|
<a href="https://mysovereignty.digital"
|
|
target="_blank"
|
|
rel="noopener noreferrer"
|
|
class="inline-block bg-white text-teal-700 px-8 py-3 rounded-lg font-semibold no-underline shadow-md hover:shadow-lg transition"
|
|
data-i18n="cta.visit_village">
|
|
Visit the Village →
|
|
</a>
|
|
<a href="/architecture.html"
|
|
class="inline-block bg-teal-900 text-white px-8 py-3 rounded-lg font-semibold no-underline border-2 border-teal-400 hover:bg-teal-800 transition"
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data-i18n="cta.system_architecture">
|
|
System Architecture →
|
|
</a>
|
|
<a href="/researcher.html"
|
|
class="inline-block bg-teal-900 text-white px-8 py-3 rounded-lg font-semibold no-underline border-2 border-teal-400 hover:bg-teal-800 transition"
|
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data-i18n="cta.research_details">
|
|
Research Details →
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</a>
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</div>
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</section>
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