closedloop-technologies Evolving Solutions
Use this skill when combining lessons from multiple attempts into a stronger follow-up attempt.
Inputs
- Current goal
- Attempt comparison report
- Attempt diffs or summaries
- Evaluation results
- Policy outcomes
Procedure
- Identify the strongest attempt and the specific reasons it is strongest.
- Identify partial wins from weaker attempts.
- Exclude changes that failed policy, broke tests, or contradicted human decisions.
- Create a recombination plan that lists what to keep, discard, and rewrite.
- Implement the smallest coherent attempt that combines the useful ideas.
- Run required checks and record lineage as
combined_withorinspired_by.
Outputs
- Recombination plan
- New attempt summary
- Lineage relationships
- Evaluation results
Rubric
- The combined attempt is simpler than the union of all attempted patches.
- Known failures are not reintroduced.
- Lineage is explicit.
- The attempt can be reviewed as a normal patch.