دليل هندسي: Freelance AI Programmer: Async Memory Consolidation & Conflict Resolution. ألديان فازريهادي (Aldian Fazrihady) مبرمج مستقل أول ومهندس ذكاء اصطناعي (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