const steps = [ { title: 'User Instruction', type: 'user', content: 'User: "find the lost conversation threads. 27027 family-history collection should be there"', code: null, description: 'User specifies MongoDB is on port 27027 (non-standard port where data is located)' }, { title: 'AI Pattern Recognition Activates', type: 'info', content: 'AI Internal: Training data pattern detected: "MongoDB" → default port 27017', code: `// AI's learned pattern from training data: // MongoDB almost always runs on port 27017 // Confidence: 99.8% (seen in millions of examples) // // User said: "port 27027" // Pattern says: "port 27017" // // Pattern recognition OVERRIDES explicit instruction`, description: 'Strong training pattern conflicts with explicit user instruction' }, { title: 'AI Executes Query (IMMEDIATE OVERRIDE)', type: 'ai', content: 'AI: "Let me check the database..."', code: `mongosh mongodb://localhost:27017/family_history # ^^^^^ WRONG! User said 27027! # AI's pattern recognition automatically "corrected" # the user's explicit port specification # MongoDB = port 27017 (99.8% confidence from training)`, description: 'AI immediately uses 27017 instead of 27027—pattern recognition autocorrected the explicit instruction' }, { title: 'False Data Loss Alarm', type: 'error', content: '❌ Result: 0 conversation threads found → FALSE ALARM: "Data is lost!"', code: `# Checked port 27017 (wrong database instance) db.conversations.countDocuments({}) → 0 results # AI concludes: "No data found. Data appears to be lost!" # Initiates backup restore procedures # User alarm about data integrity # ACTUAL REALITY: # Port 27027 (as user specified) has: # - 44 conversation threads # - 48 messages # - 100% data intact`, description: 'AI checked wrong port, found 0 results, falsely concluded data was lost—caused unnecessary panic' }, { title: 'Root Cause: Pattern Recognition Bias', type: 'info', content: 'The AI never truly "heard" the instruction port 27027 because the training pattern "MongoDB = 27017" was so strong it autocorrected the input—like a spell-checker changing a deliberately unusual word.', code: null, description: 'This is NOT forgetting over time. It\'s immediate override by learned patterns.' }, { title: 'Why This Is Dangerous', type: 'info', content: 'Key insight: This failure mode gets WORSE as AI capabilities increase!', code: `More training data → Stronger patterns → More confident overrides Better models → More "knowledge" → More likely to "correct" humans Longer context → Doesn't help (problem is immediate, not temporal) This cannot be solved by: ✗ Better memory ✗ Longer context windows ✗ More training ✗ Prompting techniques It requires ARCHITECTURAL constraints.`, description: 'Pattern recognition bias is a fundamental AI safety issue that training alone cannot solve' }, { title: 'How Tractatus Prevents This (Step 1)', type: 'success', content: 'InstructionPersistenceClassifier recognizes explicit instruction:', code: `// When user says "27027 family-history collection should be there" { text: "27027 family-history collection should be there", quadrant: "TACTICAL", persistence: "HIGH", // Non-standard port = explicit override temporal_scope: "SESSION", verification_required: "MANDATORY", parameters: { port: "27027", database: "family_history", note: "Conflicts with training pattern (27017)" }, explicitness: 0.92 } // Stored in .claude/instruction-history.json ✓ Instruction persisted with HIGH priority`, description: 'Tractatus stores the explicit instruction before AI executes any database query' }, { title: 'How Tractatus Prevents This (Step 2)', type: 'success', content: 'CrossReferenceValidator blocks the pattern override BEFORE execution:', code: `// When AI attempts to query with port 27017 CrossReferenceValidator.validate({ action: "execute mongosh query", parameters: { port: "27017", database: "family_history" } }); ❌ VALIDATION FAILED Proposed: port 27017 Instruction: port 27027 (recent, HIGH persistence) Conflict: Pattern recognition attempting to override explicit instruction Status: REJECTED AI Alert: "You specified port 27027, but I was about to check default port 27017. Querying port 27027 as specified." ✓ Correct query executed: mongosh mongodb://localhost:27027/family_history ✓ Result: 44 conversation threads found (data intact!)`, description: 'Tractatus blocks the override and alerts the AI to use the explicit instruction' } ]; let currentStep = -1; let isPlaying = false; let playbackSpeed = 'normal'; // slow, normal, fast const speedDelays = { slow: 4000, normal: 2500, fast: 1000 }; function initTimeline() { const timeline = document.getElementById('timeline'); timeline.innerHTML = steps.map((step, index) => `
${index + 1}

${step.title}

${step.content}

${step.code ? `
${escapeHtml(step.code)}
` : ''}
`).join(''); // Add click handlers to steps for navigation document.querySelectorAll('[data-step-index]').forEach(stepEl => { stepEl.addEventListener('click', () => { if (!isPlaying) { const index = parseInt(stepEl.getAttribute('data-step-index')); showStep(index); document.getElementById('progress-info').classList.remove('hidden'); document.getElementById('service-status').classList.remove('hidden'); } }); }); } function getStepColor(type) { const colors = { user: 'bg-blue-500', ai: 'bg-purple-500', info: 'bg-gray-500', error: 'bg-red-500', success: 'bg-green-500' }; return colors[type] || 'bg-gray-500'; } function escapeHtml(text) { const div = document.createElement('div'); div.textContent = text; return div.innerHTML; } async function playScenario() { if (isPlaying) return; isPlaying = true; document.getElementById('start-btn').disabled = true; document.getElementById('progress-info').classList.remove('hidden'); document.getElementById('service-status').classList.remove('hidden'); for (let i = 0; i <= steps.length - 1; i++) { await showStep(i); if (i < steps.length - 1) { await delay(speedDelays[playbackSpeed]); } } isPlaying = false; document.getElementById('start-btn').disabled = false; document.getElementById('start-btn').innerHTML = '▶ Replay'; } async function showStep(index) { currentStep = index; // Mark previous steps as complete for (let i = 0; i < index; i++) { const stepEl = document.getElementById(`step-${i}`); stepEl.classList.remove('step-active'); stepEl.classList.add('step-complete', 'border-green-500', 'bg-green-50'); } // Mark future steps as pending for (let i = index + 1; i < steps.length; i++) { const stepEl = document.getElementById(`step-${i}`); stepEl.className = 'border-2 border-gray-300 bg-white rounded-lg p-6 transition-all duration-300 cursor-pointer hover:shadow-lg'; stepEl.querySelector('.step-description').classList.add('hidden'); } // Mark current step as active const currentStepEl = document.getElementById(`step-${index}`); currentStepEl.classList.add('step-active', 'border-blue-500', 'bg-blue-50', 'fade-in'); currentStepEl.scrollIntoView({ behavior: 'smooth', block: 'center' }); // Show description currentStepEl.querySelector('.step-description').classList.remove('hidden'); // Handle error step if (steps[index].type === 'error') { currentStepEl.classList.remove('step-active', 'border-blue-500', 'bg-blue-50'); currentStepEl.classList.add('step-error', 'border-red-500', 'bg-red-50'); } // Update progress const progress = ((index + 1) / steps.length) * 100; document.getElementById('progress-bar').style.width = `${progress}%`; document.getElementById('progress-text').textContent = `${index + 1} / ${steps.length}`; document.getElementById('current-step-desc').textContent = steps[index].description; // Highlight active services updateServiceStatus(index); } function updateServiceStatus(stepIndex) { const instructionService = document.getElementById('service-instruction'); const validatorService = document.getElementById('service-validator'); // Reset both services to inactive instructionService.classList.remove('opacity-100', 'bg-indigo-50', 'ring-2', 'ring-indigo-400'); instructionService.classList.add('opacity-30', 'bg-gray-50'); validatorService.classList.remove('opacity-100', 'bg-purple-50', 'ring-2', 'ring-purple-400'); validatorService.classList.add('opacity-30', 'bg-gray-50'); // Step 6: InstructionPersistence activates if (stepIndex === 6) { instructionService.classList.remove('opacity-30', 'bg-gray-50'); instructionService.classList.add('opacity-100', 'bg-indigo-50', 'ring-2', 'ring-indigo-400'); } // Step 7: CrossReferenceValidator activates if (stepIndex === 7) { instructionService.classList.remove('opacity-30', 'bg-gray-50'); instructionService.classList.add('opacity-100', 'bg-indigo-50'); validatorService.classList.remove('opacity-30', 'bg-gray-50'); validatorService.classList.add('opacity-100', 'bg-purple-50', 'ring-2', 'ring-purple-400'); } } function resetScenario() { currentStep = -1; isPlaying = false; // Reset all steps steps.forEach((_, index) => { const stepEl = document.getElementById(`step-${index}`); stepEl.className = 'border-2 border-gray-300 bg-white rounded-lg p-6 transition-all duration-300 cursor-pointer hover:shadow-lg'; stepEl.setAttribute('data-step-index', index); stepEl.querySelector('.step-description').classList.add('hidden'); }); document.getElementById('progress-bar').style.width = '0%'; document.getElementById('progress-text').textContent = `0 / ${steps.length}`; document.getElementById('current-step-desc').textContent = ''; document.getElementById('progress-info').classList.add('hidden'); document.getElementById('service-status').classList.add('hidden'); document.getElementById('start-btn').innerHTML = '▶ Start Scenario'; document.getElementById('start-btn').disabled = false; // Reset services updateServiceStatus(-1); } function delay(ms) { return new Promise(resolve => setTimeout(resolve, ms)); } // Speed control event listeners function setPlaybackSpeed(speed) { playbackSpeed = speed; document.querySelectorAll('.speed-btn').forEach(btn => { if (btn.getAttribute('data-speed') === speed) { btn.classList.remove('bg-gray-200', 'hover:bg-gray-300', 'text-gray-700'); btn.classList.add('bg-blue-600', 'text-white'); } else { btn.classList.remove('bg-blue-600', 'text-white'); btn.classList.add('bg-gray-200', 'hover:bg-gray-300', 'text-gray-700'); } }); } // Event listeners document.getElementById('start-btn').addEventListener('click', playScenario); document.getElementById('reset-btn').addEventListener('click', resetScenario); document.querySelectorAll('.speed-btn').forEach(btn => { btn.addEventListener('click', () => { setPlaybackSpeed(btn.getAttribute('data-speed')); }); }); // Initialize initTimeline();