Local Agent Workbench

The best local agent workflow feels more like a workshop than a chat box. There is a bench, a set of tools, a memory shelf, a terminal, and a habit of cleaning up after each pass.

My current direction is simple: every agent run should leave behind enough evidence for the next run to continue without mythology. That means plans that name tradeoffs, commands that compress noise without hiding failures, and verification that matches the real runtime surface.

The useful pattern is not autonomy by default. It is bounded autonomy with sharp feedback: inspect, change, verify, summarize, and keep the workspace legible.