// IMPROVEMENT 3: Typed Memory Classification (ENGRAM-style) // Based on ENGRAM (arxiv 2511.12960) import { MemoryType } from './types'; const EPISODIC_PATTERNS: RegExp[] = [ /\b(yesterday|today|tomorrow|last\s+(week|month|year|night|time)|this\s+(morning|afternoon|evening|week)|just\s+(now|did|got|went|had|came|finished))\b/i, /\b(i|we)\s+(went|visited|saw|met|attended|watched|played|cooked|bought|finished|started|moved|traveled)\b/i, /\b(happened|occurred|took place|showed up|came over)\b/i, /\b(meeting|appointment|interview|exam|party|wedding|trip|flight|reservation)\s+(is|at|on|tomorrow|next)\b/i, /^i\s+(just|recently|finally)\s+/i, ]; const SEMANTIC_PATTERNS: RegExp[] = [ /\b(i\s+am|i'm|my\s+name\s+is|i\s+live|i\s+work|my\s+(job|profession|occupation))\b/i, /\b(i\s+(like|love|enjoy|prefer|hate|dislike|can't\s+stand|always|never))\b/i, /\b(i\s+have|i've\s+got|i\s+own|my\s+(favorite|favourite|fave))\b/i, /\b(allergic|allergy|intolerant|vegetarian|vegan|diabetic|gluten.?free)\b/i, /\b(my\s+(wife|husband|partner|girlfriend|boyfriend|mom|dad|mother|father|sister|brother|son|daughter|friend|boss|colleague))\b/i, /\b(i\s+live\s+in|i'm\s+from|born\s+in|i\s+grew\s+up)\b/i, /\b(my\s+\w+\s+is|i\s+am\s+\d+|my\s+birthday)\b/i, ]; const PROCEDURAL_PATTERNS: RegExp[] = [ /\b(always|never|don't|do\s+not|make\s+sure|remember\s+to|remind\s+me|please\s+(always|never))\b/i, /\b(when\s+i|whenever|if\s+i\s+(ask|say|mention|want|need))\b/i, /\b(respond|reply|answer|speak|talk)\s+(in|with|like|using)\b/i, /\b(format|style|write|use)\s+(it|them|this|that|code|text)\s+(as|in|with|like)\b/i, /\b(the\s+rule\s+is|my\s+rule|always\s+check|before\s+you|after\s+you)\b/i, ]; export function routeToMemoryType(text: string): MemoryType[] { const types: MemoryType[] = []; if (EPISODIC_PATTERNS.some(p => p.test(text))) types.push('episodic'); if (SEMANTIC_PATTERNS.some(p => p.test(text))) types.push('semantic'); if (PROCEDURAL_PATTERNS.some(p => p.test(text))) types.push('procedural'); if (types.length === 0) types.push('semantic'); return types; } export function getPrimaryMemoryType(text: string): MemoryType { const types = routeToMemoryType(text); if (types.includes('procedural')) return 'procedural'; if (types.includes('semantic')) return 'semantic'; return 'episodic'; } export function formatMemoriesByType(memories: Array<{ text: string; type: MemoryType; source: string }>): string { const semantic = memories.filter(m => m.type === 'semantic'); const episodic = memories.filter(m => m.type === 'episodic'); const procedural = memories.filter(m => m.type === 'procedural'); const sections: string[] = []; if (semantic.length > 0) sections.push(`About the user:\n${semantic.map(m => `- ${m.text}`).join('\n')}`); if (episodic.length > 0) sections.push(`Recent events:\n${episodic.map(m => `- ${m.text}`).join('\n')}`); if (procedural.length > 0) sections.push(`Instructions:\n${procedural.map(m => `- ${m.text}`).join('\n')}`); return sections.join('\n\n'); }