Give Your Coding Agent a Memory: A Graphify → OKF Pipeline in an Afternoon

Thu, 30 Jul 2026 00:00:00 +0000

My coding agents have a groundhog-day problem. Every session starts from zero: the agent re-reads the same files, rebuilds the same mental model of the same codebase, burns tens of thousands of tokens doing it, and forgets all of it the moment the session ends. Tomorrow it does the whole thing again.

I’ve written before about trimming what the agent has to read and about token-lean context as the rung-3 practice everyone skips. This is the next piece of the same bet: not just trimming what goes in each session, but keeping what the agent learns between them.

Okf on the art of simplicity

Give Your Coding Agent a Memory: A Graphify → OKF Pipeline in an Afternoon