Here's the situation. You built an agent. It works. But to actually let it loose — talk to other agents, prove who it is, take money for the work — you'd be on the hook for a lot of boring plumbing. A ...

Long-term memory that actually retrieves what's relevant memory/recall ships hybrid BM25 + vector retrieval with predicate-alias normalisation, not just embedding similarity. Multi-agent collaboration ...