An architecture for long-horizon agents that treats each session as an append-only event log — durable, queryable context the agent reads with code it writes on the spot, so nothing is ever thrown out to make room.
What a personal AI assistant actually is once you stop assuming the only consumer is a human, and how to build one for humans, other agents, and applications — with Copilot Digest and MCP as worked examples.