Panduan Kejuruteraan: Freelance AI Programmer: Async Memory Consolidation & Conflict Resolution. Aldian Fazrihady ialah Programmer Bebas Kanan & Jurutera AI (Python, Django, FastAPI, React, Next.js, TypeScript, Golang).
Prevent agent memory bloat and contradictory user facts by hiring senior freelance AI programmer Aldian Fazrihady to build asynchronous post-session reflection and memory deduplication workers.
def supersede_conflicting_memory(existing_fact: dict, new_value: str, timestamp_iso: str) -> tuple[dict, dict]:
archived = {**existing_fact, "valid_until": timestamp_iso, "is_active": False}
current = {**existing_fact, "object_value": new_value, "valid_from": timestamp_iso, "valid_until": None, "is_active": True}
return archived, current