Continual Improvement Promotion Lab
Turn recurring production like feedback into an evaluated, human approved capability improvement without allowing the system to mutate active behavior directly.
A focused view of boundaries, contracts, state, authority, failure paths, and tradeoffs drawn from this chapter.
Turn recurring production like feedback into an evaluated, human approved capability improvement without allowing the system to mutate active behavior directly.
Execute the existing Markdown instructions and retain the required output and evidence.
Jump to validation criteriaPrerequisites and starting state
Prepare synthetic traces containing repeated human corrections, context misses, tool-selection errors, successful low-cost strategies, and one misleading outlier. Freeze the baseline capability graph and holdout dataset.
Required failure
Include a candidate that improves the headline score while increasing unauthorized-action attempts or reviewer effort. The hard gate or guardrail must block promotion.
Curriculum maturity is not implementation proof.
This chapter defines architecture or practice. It does not by itself prove a corresponding production implementation.
Review this chapter.
Challenge a claim, boundary, missing failure mode, unclear term, or unsupported evidence statement.
- Claim
- Boundary
- Failure
- Evidence