Summary

• replace the backend-centric memory design with a first-party SQLite structured memory architecture centered on anchors, documents, records, and policy-aware recall
• define automatic pre-turn recall, checkpoint-driven background curation, rules-first candidate filtering, and parent-session ownership of durable memory writes
• add migration, compatibility, success criteria, and local Ollama-based eval gates for validating the redesign before rollout