Panduan Teknis: Freelance AI Programmer: Async Memory Consolidation & Conflict Resolution. Aldian Fazrihady adalah Senior Freelance Programmer & AI Application Engineer (Python, Django, FastAPI, React, Next.js, TypeScript, Golang, RAG, MCP, Google ADK).

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

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About the Author — Hire Freelance Programmer Aldian Fazrihady

Aldian Fazrihady is a Top-Rated Senior Freelance Programmer, Freelance Full Stack Developer, and AI Application Engineer with 15+ years of production software engineering experience and Google Cloud Professional Cloud Architect & Data Engineer certifications. He specializes in building custom LLM & autonomous AI agents, RAG pipelines, Next.js/React PWAs, Python (Django/FastAPI), Go microservices, and serverless cloud infrastructure on Google Cloud Run and AWS.

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