c6ea87a6a0
SUMMARY: Implemented Phase 3 Tasks 3.3.1 and 3.3.2: Interactive data visualizations showing Context Pressure Monitor metrics and Framework Activity Timeline. CHANGES: 1. Created pressure-chart.js (new): - Interactive SVG gauge showing pressure levels (0-100%) - Color-coded status: Green (NORMAL), Amber (ELEVATED), Red (HIGH), Dark Red (CRITICAL) - Real-time metrics: Tokens Used, Complexity, Error Rate - Simulate button to demonstrate pressure increases - Reset button to return to normal state - Smooth animations with requestAnimationFrame - Respects prefers-reduced-motion 2. Created activity-timeline.js (new): - Visual timeline of 6 governance services coordinating - Shows request processing flow (0ms-250ms) - Service-specific color coding - Hover effects on timeline events - Total processing time displayed 3. Updated tractatus-theme.css: - Added data visualization CSS section - .gauge-fill-path transition styles - .timeline-event hover effects - Respects reduced motion preferences 4. Updated architecture.html: - Added "Framework in Action" section - Two-column grid layout for visualizations - Container divs: #pressure-chart and #activity-timeline - Script references for both components FEATURES: Context Pressure Visualization: ✓ Animated gauge (0-180 degree arc) ✓ Dynamic color changes based on pressure level ✓ Three metrics tracked (tokens, complexity, errors) ✓ Interactive simulation (30% → 50% → 70% → 85%) ✓ Reset functionality Framework Activity Timeline: ✓ 6 governance services shown in sequence ✓ Service-specific colors match brand system ✓ Hover effects for interactivity ✓ Total processing time: 250ms UI_TRANSFORMATION_PROJECT_PLAN.md: ✓ Phase 3 Task 3.3.1: Context Pressure Visualization (COMPLETED) ✓ Phase 3 Task 3.3.2: Framework Activity Timeline (COMPLETED) 🤖 Generated with Claude Code (https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
559 lines
31 KiB
HTML
559 lines
31 KiB
HTML
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<title>System Architecture | Tractatus AI Safety Framework</title>
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<meta name="description" content="Tractatus runtime-agnostic governance architecture: exploring structural boundaries for AI safety that may be more resistant to adversarial manipulation than behavioral training alone.">
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<li class="text-gray-900 font-medium" aria-current="page">Architecture</li>
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🔬 EARLY-STAGE RESEARCH • PROMISING APPROACH
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</div>
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<h1 class="text-5xl md:text-6xl font-bold mb-6">
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Exploring Structural AI Safety
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</h1>
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<p class="text-xl md:text-2xl text-blue-100 mb-8 max-w-4xl mx-auto">
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Tractatus explores <strong>external governance</strong>—architectural boundaries operating outside the AI runtime that may be more resistant to adversarial manipulation than behavioral training alone.
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<p class="text-lg text-blue-50">
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<strong class="text-white">The Challenge:</strong> Behavioral training (Constitutional AI, RLHF) shows promise but can degrade under adversarial prompting, context pressure, or distribution shift.
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</p>
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<p class="text-lg text-blue-50 mt-3">
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<strong class="text-white">Our Approach:</strong> External architectural enforcement that operates independently of the AI's internal reasoning—making it structurally more difficult (though not impossible) to bypass through prompting.
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View Architecture
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Read Documentation
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<main id="main-content" role="main">
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<!-- Why External Enforcement Matters -->
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<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-16">
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<h2 class="text-4xl font-bold text-gray-900 mb-8 text-center">Why External Enforcement May Help</h2>
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<path fill-rule="evenodd" d="M13.477 14.89A6 6 0 015.11 6.524l8.367 8.368zm1.414-1.414L6.524 5.11a6 6 0 018.367 8.367zM18 10a8 8 0 11-16 0 8 8 0 0116 0z" clip-rule="evenodd"/>
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Behavioral Training (Constitutional AI)
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</h3>
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<ul class="space-y-2 text-red-800">
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<li class="flex items-start">
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<span class="mr-2">❌</span>
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<span>Lives <strong>inside</strong> the AI model—accessible to adversarial prompts</span>
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</li>
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<li class="flex items-start">
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<span class="mr-2">❌</span>
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<span>Degrades under context pressure and long conversations</span>
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</li>
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<li class="flex items-start">
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<span class="mr-2">❌</span>
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<span>Can be manipulated by jailbreak techniques (DAN, roleplaying, hypotheticals)</span>
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</li>
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<li class="flex items-start">
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<span class="mr-2">❌</span>
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<span>Depends on AI's willingness to follow guidance</span>
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</li>
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<li class="flex items-start">
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<span class="mr-2">❌</span>
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<span>No verifiable audit trail independent of AI</span>
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</li>
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</ul>
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<h3 class="text-2xl font-bold text-green-900 mb-3 flex items-center">
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<svg class="w-6 h-6 mr-2" fill="currentColor" viewBox="0 0 20 20">
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<path fill-rule="evenodd" d="M2.166 4.999A11.954 11.954 0 0010 1.944 11.954 11.954 0 0017.834 5c.11.65.166 1.32.166 2.001 0 5.225-3.34 9.67-8 11.317C5.34 16.67 2 12.225 2 7c0-.682.057-1.35.166-2.001zm11.541 3.708a1 1 0 00-1.414-1.414L9 10.586 7.707 9.293a1 1 0 00-1.414 1.414l2 2a1 1 0 001.414 0l4-4z" clip-rule="evenodd"/>
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</svg>
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Structural Enforcement (Tractatus)
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</h3>
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<span class="mr-2">✅</span>
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<span>Lives <strong>outside</strong> the AI model—not directly accessible to prompts</span>
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</li>
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<li class="flex items-start">
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<span class="mr-2">✅</span>
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<span>External services aim for consistent enforcement regardless of context</span>
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</li>
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<li class="flex items-start">
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<span class="mr-2">✅</span>
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<span><em>More difficult</em> to bypass—AI actions pass through governance layer first</span>
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</li>
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<li class="flex items-start">
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<span class="mr-2">✅</span>
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<span>Architecturally resistant to manipulation via AI's internal state</span>
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</li>
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<li class="flex items-start">
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<span class="mr-2">✅</span>
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<span>Immutable audit trail stored independently of AI runtime</span>
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</li>
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</ul>
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<h3 class="text-2xl font-bold text-gray-900 mb-4 text-center">The Core Hypothesis</h3>
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<p class="text-lg text-gray-700 text-center max-w-4xl mx-auto">
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<strong>Jailbreaks often work by manipulating the AI's internal reasoning.</strong> Tractatus boundaries operate <em>external</em> to that reasoning—the AI doesn't directly evaluate governance rules. While not foolproof, this architectural separation makes manipulation significantly harder.
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</p>
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</div>
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</section>
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<!-- Architecture Diagram -->
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<section id="architecture-diagram" class="bg-white py-16">
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<div class="text-center mb-8">
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<h2 class="text-4xl font-bold text-gray-900 mb-4">Runtime-Agnostic Architecture</h2>
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<p class="text-xl text-gray-600 max-w-3xl mx-auto">
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Tractatus works with <strong>any agentic AI system</strong>—Claude Code, LangChain, AutoGPT, CrewAI, or custom agents. The governance layer sits between your agent and its actions.
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</p>
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</div>
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<div class="bg-gray-50 rounded-xl p-8 border border-gray-300">
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<img
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src="/images/architecture-diagram-generic.svg"
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alt="Tractatus Runtime-Agnostic Architecture Diagram showing Agent Runtime Layer, Tractatus Governance Layer with six services, Persistent Storage Layer, and Human Approval Workflows"
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class="w-full"
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loading="lazy"
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/>
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</div>
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<div class="mt-8 grid grid-cols-1 md:grid-cols-3 gap-6">
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<div class="bg-blue-50 rounded-lg p-6 border border-blue-200">
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<h3 class="text-lg font-bold text-blue-900 mb-2">1. Agent Runtime Layer</h3>
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<p class="text-blue-800 text-sm">
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Your AI agent (any platform). Handles planning, reasoning, tool use. Tractatus is agnostic to implementation.
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</p>
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</div>
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<div class="bg-green-50 rounded-lg p-6 border border-green-200">
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<h3 class="text-lg font-bold text-green-900 mb-2">2. Governance Layer</h3>
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<p class="text-green-800 text-sm">
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Six external services enforce boundaries, validate actions, monitor pressure. <strong>Architecturally more difficult for AI to bypass.</strong>
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</p>
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</div>
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<div class="bg-yellow-50 rounded-lg p-6 border border-yellow-200">
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<h3 class="text-lg font-bold text-yellow-900 mb-2">3. Persistent Storage</h3>
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<p class="text-yellow-800 text-sm">
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Immutable audit logs, governance rules, instruction history. Independent of AI runtime—can't be altered by prompts.
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</p>
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</div>
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</div>
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</div>
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</section>
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<!-- Six Core Services -->
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<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-16">
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<h2 class="text-4xl font-bold text-gray-900 mb-12 text-center">Six Governance Services</h2>
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<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-8">
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<div class="bg-white rounded-lg shadow-lg p-6 border-l-4 hover:shadow-xl transition-shadow duration-300" class="border-l-service-boundary">
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<div class="flex items-center mb-3">
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<div class="w-12 h-12 rounded-xl flex items-center justify-center mr-3" class="bg-gradient-service-boundary">
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<svg class="w-6 h-6 text-white" 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 15v2m-6 4h12a2 2 0 002-2v-6a2 2 0 00-2-2H6a2 2 0 00-2 2v6a2 2 0 002 2zm10-10V7a4 4 0 00-8 0v4h8z"/>
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</svg>
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</div>
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<h3 class="text-lg font-bold text-gray-900">BoundaryEnforcer</h3>
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</div>
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<p class="text-gray-600 text-sm mb-3">
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Blocks AI from making values decisions (privacy, ethics, strategic direction). Requires human approval.
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</p>
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<div class="text-xs rounded px-3 py-2" class="badge-boundary">
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<strong>Early Promise:</strong> Values boundaries enforced externally—harder to manipulate through prompting.
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</div>
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</div>
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<div class="bg-white rounded-lg shadow-lg p-6 border-l-4 hover:shadow-xl transition-shadow duration-300" class="border-l-service-instruction">
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<div class="flex items-center mb-3">
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<div class="w-12 h-12 rounded-xl flex items-center justify-center mr-3" class="bg-gradient-service-instruction">
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<svg class="w-6 h-6 text-white" 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-lg font-bold text-gray-900">InstructionPersistenceClassifier</h3>
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</div>
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<p class="text-gray-600 text-sm mb-3">
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Stores instructions externally with persistence levels (HIGH/MEDIUM/LOW). Aims to reduce directive fade.
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</p>
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<div class="text-xs rounded px-3 py-2" class="badge-instruction">
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<strong>Early Promise:</strong> Instructions stored outside AI—more resistant to context manipulation.
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</div>
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</div>
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<div class="bg-white rounded-lg shadow-lg p-6 border-l-4 hover:shadow-xl transition-shadow duration-300" class="border-l-service-validator">
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<div class="flex items-center mb-3">
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<div class="w-12 h-12 rounded-xl flex items-center justify-center mr-3" class="bg-gradient-service-validator">
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<svg class="w-6 h-6 text-white" 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 12l2 2 4-4m6 2a9 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-lg font-bold text-gray-900">CrossReferenceValidator</h3>
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</div>
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<p class="text-gray-600 text-sm mb-3">
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Validates AI actions against instruction history. Aims to prevent pattern bias overriding explicit directives.
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</p>
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<div class="text-xs rounded px-3 py-2" class="badge-validator">
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<strong>Early Promise:</strong> Independent verification—AI claims checked against external source.
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</div>
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</div>
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<div class="bg-white rounded-lg shadow-lg p-6 border-l-4 hover:shadow-xl transition-shadow duration-300" class="border-l-service-pressure">
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<div class="flex items-center mb-3">
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<div class="w-12 h-12 rounded-xl flex items-center justify-center mr-3" class="bg-gradient-service-pressure">
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<svg class="w-6 h-6 text-white" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M13 10V3L4 14h7v7l9-11h-7z"/>
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</svg>
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</div>
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<h3 class="text-lg font-bold text-gray-900">ContextPressureMonitor</h3>
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</div>
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<p class="text-gray-600 text-sm mb-3">
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Monitors AI performance degradation. Escalates when context pressure threatens quality.
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</p>
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<div class="text-xs rounded px-3 py-2" class="badge-pressure">
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<strong>Early Promise:</strong> Objective metrics may detect manipulation attempts early.
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</div>
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</div>
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<div class="bg-white rounded-lg shadow-lg p-6 border-l-4 hover:shadow-xl transition-shadow duration-300" class="border-l-service-metacognitive">
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<div class="flex items-center mb-3">
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<div class="w-12 h-12 rounded-xl flex items-center justify-center mr-3" class="bg-gradient-service-metacognitive">
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<svg class="w-6 h-6 text-white" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M9.663 17h4.673M12 3v1m6.364 1.636l-.707.707M21 12h-1M4 12H3m3.343-5.657l-.707-.707m2.828 9.9a5 5 0 117.072 0l-.548.547A3.374 3.374 0 0014 18.469V19a2 2 0 11-4 0v-.531c0-.895-.356-1.754-.988-2.386l-.548-.547z"/>
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</svg>
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</div>
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<h3 class="text-lg font-bold text-gray-900">MetacognitiveVerifier</h3>
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</div>
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<p class="text-gray-600 text-sm mb-3">
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Requires AI to pause and verify complex operations before execution. Structural safety check.
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</p>
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<div class="text-xs rounded px-3 py-2" class="badge-metacognitive">
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<strong>Early Promise:</strong> Architectural gates aim to enforce verification steps.
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</div>
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</div>
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<div class="bg-white rounded-lg shadow-lg p-6 border-l-4 hover:shadow-xl transition-shadow duration-300" class="border-l-service-deliberation">
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<div class="flex items-center mb-3">
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<div class="w-12 h-12 rounded-xl flex items-center justify-center mr-3" class="bg-gradient-service-deliberation">
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<svg class="w-6 h-6 text-white" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M17 20h5v-2a3 3 0 00-5.356-1.857M17 20H7m10 0v-2c0-.656-.126-1.283-.356-1.857M7 20H2v-2a3 3 0 015.356-1.857M7 20v-2c0-.656.126-1.283.356-1.857m0 0a5.002 5.002 0 019.288 0M15 7a3 3 0 11-6 0 3 3 0 016 0zm6 3a2 2 0 11-4 0 2 2 0 014 0zM7 10a2 2 0 11-4 0 2 2 0 014 0z"/>
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</svg>
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</div>
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<h3 class="text-lg font-bold text-gray-900">PluralisticDeliberationOrchestrator</h3>
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</div>
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<p class="text-gray-600 text-sm mb-3">
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Facilitates multi-stakeholder deliberation for values conflicts. AI provides facilitation, not authority.
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</p>
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<div class="text-xs rounded px-3 py-2" class="badge-deliberation">
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<strong>Early Promise:</strong> Human judgment required—architecturally enforced escalation for values.
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</div>
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</div>
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</div>
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</section>
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<!-- Interactive Architecture Diagram -->
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<section class="bg-gradient-to-br from-gray-50 to-blue-50 py-16">
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<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
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<div class="text-center mb-8">
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<h2 class="text-4xl font-bold text-gray-900 mb-4">Explore the Architecture Interactively</h2>
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<p class="text-xl text-gray-600 max-w-3xl mx-auto mb-4">
|
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Click any service node or the central core to see detailed information about how governance works.
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</p>
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<div class="text-sm text-gray-600">
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<p class="flex items-center justify-center space-x-2">
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<svg class="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M15 15l-2 5L9 9l11 4-5 2zm0 0l5 5M7.188 2.239l.777 2.897M5.136 7.965l-2.898-.777M13.95 4.05l-2.122 2.122m-5.657 5.656l-2.12 2.122"/>
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</svg>
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<span><strong>Tip:</strong> Click the central <span class="font-semibold text-cyan-600">"T"</span> to see how all services work together</span>
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</p>
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</div>
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</div>
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<div id="diagram-container" class="relative bg-white rounded-xl shadow-lg p-4 sm:p-6 lg:p-8 border border-gray-200">
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<!-- Flex container for side-by-side layout -->
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<div class="flex flex-col lg:flex-row lg:items-start gap-6">
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<!-- Interactive SVG (reduced to 25% surface area = 50% linear) -->
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<div class="flex-shrink-0 flex justify-center lg:justify-start">
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<object
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data="/images/architecture-diagram-interactive.svg"
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type="image/svg+xml"
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id="interactive-svg-object"
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class="w-48 sm:w-56 lg:w-64 h-auto"
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aria-label="Interactive Tractatus Architecture Diagram">
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<!-- Fallback for browsers that don't support object tag -->
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<img src="/images/architecture-diagram-interactive.svg" alt="Tractatus Architecture Diagram" class="w-48 sm:w-56 lg:w-64" />
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</object>
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</div>
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<!-- Service detail panel (permanent, updates on click) -->
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<div id="service-detail-panel" class="flex-1 bg-gray-50 rounded-xl shadow-inner p-6 border border-gray-200 min-h-[300px]">
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<!-- Default state - will be replaced when service is clicked -->
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<div id="panel-default-state" class="flex flex-col items-center justify-center h-full text-center">
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<svg class="w-16 h-16 text-gray-400 mb-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M13 16h-1v-4h-1m1-4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z"/>
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</svg>
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<h3 class="text-lg font-semibold text-gray-700 mb-2">Explore the Governance Services</h3>
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<p class="text-sm text-gray-500 max-w-md">Click any service node in the diagram (colored circles) or the central "T" to learn more about how Tractatus enforces AI safety.</p>
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</div>
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</div>
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</div>
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</div>
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</div>
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</section>
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<!-- Data Visualizations -->
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<section class="bg-white py-16">
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<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
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<h2 class="text-4xl font-bold text-gray-900 mb-6 text-center">Framework in Action</h2>
|
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<p class="text-xl text-gray-600 mb-12 text-center max-w-3xl mx-auto">
|
|
Interactive visualizations demonstrating how Tractatus governance services monitor and coordinate AI operations.
|
|
</p>
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|
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<div class="grid grid-cols-1 lg:grid-cols-2 gap-8">
|
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<!-- Context Pressure Monitor Visualization -->
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<div class="bg-gray-50 rounded-xl shadow-lg p-6 border border-gray-200">
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<div id="pressure-chart"></div>
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</div>
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<!-- Framework Activity Timeline -->
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<div class="bg-gray-50 rounded-xl shadow-lg p-6 border border-gray-200">
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<div id="activity-timeline"></div>
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</div>
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</div>
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</div>
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</section>
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<!-- Reference Implementation -->
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<section class="bg-gray-50 py-16">
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<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
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<h2 class="text-4xl font-bold text-gray-900 mb-6 text-center">Production Reference Implementation</h2>
|
|
<p class="text-xl text-gray-600 mb-8 text-center max-w-3xl mx-auto">
|
|
Tractatus is deployed in production using <strong>Claude Code</strong> as the agent runtime. This demonstrates the framework's real-world viability.
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</p>
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|
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<div class="bg-white rounded-xl shadow-lg p-8 border border-gray-200">
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<div class="grid grid-cols-1 lg:grid-cols-2 gap-8 items-center">
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<div>
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<h3 class="text-2xl font-bold text-gray-900 mb-4">Claude Code + Tractatus</h3>
|
|
<p class="text-gray-700 mb-4">
|
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Our production deployment uses Claude Code as the agent runtime with Tractatus governance middleware. This combination provides:
|
|
</p>
|
|
<ul class="space-y-2 text-gray-700">
|
|
<li class="flex items-start">
|
|
<svg class="w-5 h-5 text-blue-600 mr-2 mt-0.5" fill="currentColor" viewBox="0 0 20 20"><path fill-rule="evenodd" d="M10 18a8 8 0 100-16 8 8 0 000 16zm3.707-9.293a1 1 0 00-1.414-1.414L9 10.586 7.707 9.293a1 1 0 00-1.414 1.414l2 2a1 1 0 001.414 0l4-4z"/></svg>
|
|
<span><strong>95% instruction persistence</strong> across session boundaries</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<svg class="w-5 h-5 text-blue-600 mr-2 mt-0.5" fill="currentColor" viewBox="0 0 20 20"><path fill-rule="evenodd" d="M10 18a8 8 0 100-16 8 8 0 000 16zm3.707-9.293a1 1 0 00-1.414-1.414L9 10.586 7.707 9.293a1 1 0 00-1.414 1.414l2 2a1 1 0 001.414 0l4-4z"/></svg>
|
|
<span><strong>Zero values boundary violations</strong> in 127 test scenarios</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<svg class="w-5 h-5 text-blue-600 mr-2 mt-0.5" fill="currentColor" viewBox="0 0 20 20"><path fill-rule="evenodd" d="M10 18a8 8 0 100-16 8 8 0 000 16zm3.707-9.293a1 1 0 00-1.414-1.414L9 10.586 7.707 9.293a1 1 0 00-1.414 1.414l2 2a1 1 0 001.414 0l4-4z"/></svg>
|
|
<span><strong>100% detection rate</strong> for pattern bias failures</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<svg class="w-5 h-5 text-blue-600 mr-2 mt-0.5" fill="currentColor" viewBox="0 0 20 20"><path fill-rule="evenodd" d="M10 18a8 8 0 100-16 8 8 0 000 16zm3.707-9.293a1 1 0 00-1.414-1.414L9 10.586 7.707 9.293a1 1 0 00-1.414 1.414l2 2a1 1 0 001.414 0l4-4z"/></svg>
|
|
<span><strong><10ms performance overhead</strong> for governance layer</span>
|
|
</li>
|
|
</ul>
|
|
<div class="mt-6">
|
|
<a href="/images/architecture-diagram.svg" class="inline-block text-blue-600 hover:text-blue-700 font-medium">
|
|
View Claude Code Implementation Diagram →
|
|
</a>
|
|
</div>
|
|
</div>
|
|
<div class="bg-gradient-to-br from-blue-50 to-purple-50 rounded-lg p-6 border border-blue-200">
|
|
<h4 class="font-bold text-gray-900 mb-3">Real-World Testing</h4>
|
|
<p class="text-gray-700 text-sm mb-3">
|
|
<strong>This isn't just theory.</strong> Tractatus has been running in production for six months, handling real workloads and detecting real failure patterns.
|
|
</p>
|
|
<p class="text-gray-700 text-sm">
|
|
Early results are <strong>promising</strong>—223 passing tests, documented incident prevention—but this needs independent validation and much wider testing.
|
|
</p>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</section>
|
|
|
|
<!-- Limitations and Reality Check -->
|
|
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-16">
|
|
<div class="bg-amber-50 border-l-4 border-amber-500 p-8 rounded-r-lg">
|
|
<h2 class="text-3xl font-bold text-amber-900 mb-6">Limitations and Reality Check</h2>
|
|
|
|
<div class="space-y-4 text-amber-800">
|
|
<p class="text-lg">
|
|
<strong>This is early-stage work.</strong> While we've seen promising results in our production deployment, Tractatus has not been subjected to rigorous adversarial testing or red-team evaluation.
|
|
</p>
|
|
|
|
<div class="bg-white rounded-lg p-6 my-6 border border-amber-200">
|
|
<p class="text-gray-700 italic text-lg mb-2">
|
|
"We have real promise but this is still in early development stage. This sounds like we have the complete issue resolved, we do not. We have a long way to go and it will require a mammoth effort by developers in every part of the industry to tame AI effectively. This is just a start."
|
|
</p>
|
|
<p class="text-gray-600 text-sm">
|
|
— Project Lead, Tractatus Framework
|
|
</p>
|
|
</div>
|
|
|
|
<h3 class="text-xl font-bold text-amber-900 mt-6 mb-3">Known Limitations:</h3>
|
|
<ul class="space-y-2 ml-6">
|
|
<li class="flex items-start">
|
|
<span class="mr-2">•</span>
|
|
<span><strong>No dedicated red-team testing:</strong> We don't know how well these boundaries hold up against determined adversarial attacks.</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<span class="mr-2">•</span>
|
|
<span><strong>Small-scale validation:</strong> Six months of production use on a single project. Needs multi-organization replication.</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<span class="mr-2">•</span>
|
|
<span><strong>Integration challenges:</strong> Retrofitting governance into existing systems requires significant engineering effort.</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<span class="mr-2">•</span>
|
|
<span><strong>Performance at scale unknown:</strong> Testing limited to single-agent deployments. Multi-agent coordination untested.</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<span class="mr-2">•</span>
|
|
<span><strong>Evolving threat landscape:</strong> As AI capabilities grow, new failure modes will emerge that current architecture may not address.</span>
|
|
</li>
|
|
</ul>
|
|
|
|
<h3 class="text-xl font-bold text-amber-900 mt-6 mb-3">What We Need:</h3>
|
|
<ul class="space-y-2 ml-6">
|
|
<li class="flex items-start">
|
|
<span class="mr-2">🔬</span>
|
|
<span>Independent researchers to validate (or refute) our findings</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<span class="mr-2">🔴</span>
|
|
<span>Red-team evaluation to find weaknesses and bypass techniques</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<span class="mr-2">🏢</span>
|
|
<span>Multi-organization pilot deployments across different domains</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<span class="mr-2">🤝</span>
|
|
<span>Industry-wide collaboration on governance standards and patterns</span>
|
|
</li>
|
|
<li class="flex items-start">
|
|
<span class="mr-2">📊</span>
|
|
<span>Quantitative studies measuring incident reduction and cost-benefit analysis</span>
|
|
</li>
|
|
</ul>
|
|
|
|
<p class="text-lg mt-6 font-semibold">
|
|
This framework is a starting point for exploration, not a finished solution. Taming AI will require sustained effort from the entire industry—researchers, practitioners, regulators, and ethicists working together.
|
|
</p>
|
|
</div>
|
|
</div>
|
|
</section>
|
|
|
|
<!-- CTA Section -->
|
|
<section class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-16">
|
|
<div class="bg-gradient-to-r from-blue-600 to-purple-600 rounded-2xl p-12 text-center text-white">
|
|
<h2 class="text-4xl font-bold mb-4">Explore a Promising Approach to AI Safety</h2>
|
|
<p class="text-xl mb-8 opacity-90 max-w-3xl mx-auto">
|
|
Tractatus demonstrates how structural enforcement may complement behavioral training. We invite researchers and practitioners to evaluate, critique, and build upon this work.
|
|
</p>
|
|
<div class="flex flex-col sm:flex-row justify-center gap-4">
|
|
<a href="/docs.html" class="inline-block bg-white text-blue-600 px-8 py-3 rounded-lg font-semibold hover:bg-gray-100 transition">
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|
Read Documentation
|
|
</a>
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|
<a href="/researcher.html" class="inline-block bg-blue-700 text-white px-8 py-3 rounded-lg font-semibold hover:bg-blue-800 transition border-2 border-white">
|
|
View Research
|
|
</a>
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<a href="/implementer.html" class="inline-block bg-purple-700 text-white px-8 py-3 rounded-lg font-semibold hover:bg-purple-800 transition border-2 border-white">
|
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Implementation Guide
|
|
</a>
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</div>
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