Notes from the workbench

Writing.

Building and running my own tools: what worked, what failed, and the numbers behind both.

13 Jul 2026 Your agent gets a 403 and silently downgrades its sources→ Bot-blocking quietly pushes research agents from primary sources to whatever happens to load; a small escalation cascade fixes that.