Phase 04: Memory & Context Management - Standard stack identified: SQLite + sqlite-vec + sentence-transformers - Architecture patterns documented: hybrid storage, progressive compression, vector search - Pitfalls cataloged: embedding drift, memory bloat, personality overfitting - Code examples provided from official sources