Notes on building an AI assistant that remembers, evolves, and works in the background.
Vector search, BM25, memory types, consolidation — a technical walkthrough of the architecture behind an AI that remembers.
What happens when you give an AI assistant the ability to modify its own source code? Edward's evolution system finds out.
Most AI assistants wait for you to talk first. Edward's heartbeat system monitors your messages and calendar so it can act before you ask.
Every AI conversation starts from scratch. Here's why that's broken and what a real memory system looks like.