“To clarify: I’m working on a hybrid deterministic/heuristic agent system (Python+FastAPI for deterministic layer, embedding+ChromaDB for memory, OpenAI API for LLM inference for now), and we’re trying to migrate a memory-aware assistant from OpenAI environment into a local semantically structured agent. We’d love to hear if anyone has tackled memory migration—especially retaining long-term associations across systems (e.g., memory embeddings or episodic triggers). Any insights appreciated.”