Part VI / Improve

Learn without self-authorizing change

Improve converts validated production outcomes and failure evidence into proposals, experiments, and governed new versions.

Question this part answers

How does the factory get better safely?

39
Production feedback, automated review, and the agentic merge queue ↗
Turn downstream signals into governed work and attention.
40
Governed learning ↗
Move from outcome signal to tested Improvement Candidate.
41
Meta-loops and the closed-loop factory ↗
Evaluate proposed factory changes without self-authorization.
42
Mission Control as a living case study ↗
Inspect one control-plane implementation with its evidence and gaps visible.
43
Mastering the factory: explaining, defending, and building it ↗
Build the fluency to implement and lead the operating model.
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Where this is going ↗
Separate likely directions and open questions from current requirements.

Learning can be autonomous; promotion should be governed.
Every meaningful failure should make the system harder to fail the same way twice.
Never jump straight to training.