Room 04 The Workshop
The work, with the door open.
A refined journal of what I'm building now — the milestones, the lessons paid for, and the things that broke.
In active development · updated July 2026
Systems that let a small team operate like a large one.
Built in the open, one hard lesson at a time, and designed so that scale does not require proportional headcount.
Recent log
Q2 2026
Intelligence layer rebuilt
Rebuilt the reasoning core from the ground up — tool schemas, task state machine, confidence scoring.
Q2 2026
Engine forensic sprint
Advanced the engine across dozens of versions of careful, honest debugging.
From the notebook
17 June 2026
Today I realized the hard part was never the AI. It was organizational trust — getting people to let a system decide.
— M.
The essay this became →