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iterative-improvement - Iteratively improve open-ended work with measurable review

Runs a criteria-driven loop of hostile review, triage, execution, and independent scoring to improve work without a single objective completion test.

Tags

Updated: 2026-10-08

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Interview users
  • Define weighted criteria
  • Save criteria documents
  • Run hostile reviews
  • Triage review findings
  • Execute prioritized changes
  • Score progress independently
  • Report loop results

Inputs

  • User goals and preferences
  • Existing artifact
  • Repository context
  • Review constraints
  • Stop condition and round budget
  • Off-limits scope

Outputs

  • Criteria document
  • Review findings
  • Prioritized changes
  • Score log
  • Improved artifact
  • Final report

Requirements

  • Writable repository access
  • Access to criteria guide
  • User approval of criteria
  • Permission to modify artifacts
  • Independent reviewer
  • Independent scorer

Source

  • Spec: SKILL.md

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iterative improvement
quality evaluation
criteria-driven review
adversarial review
subjective quality
Interview users
Define weighted criteria
Save criteria documents
Run hostile reviews
User goals and preferences
Existing artifact
Repository context
Criteria document
Review findings
Prioritized changes