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SHRINESHRINE

Iterative Refinement

First draft, then polish. Repeat until done.

The Pattern

Section titled “The Pattern”

Generate initial output, then run additional passes that:

  • Identify specific weaknesses
  • Make targeted improvements
  • Know when to stop (diminishing returns)

When to Use

Section titled “When to Use”
  • Creative or complex output that benefits from revision
  • Tasks where “good enough” isn’t good enough
  • When feedback loops are cheap relative to the value of improvement
  • Output that will be seen by humans and quality matters

Implementation Notes

Section titled “Implementation Notes”
  • Each pass should have a specific focus (clarity, accuracy, brevity)
  • Define stopping criteria: score threshold, max iterations, or no-change detection
  • Later passes should see the evolution, not just the current state
  • Track what changed to detect loops or regressions

Refinement Focuses

Section titled “Refinement Focuses”
  • Clarity: Is this understandable to the audience?
  • Accuracy: Are all claims correct and supported?
  • Brevity: Can this be shorter without losing meaning?
  • Completeness: Is anything missing?
  • Tone: Does this match the intended voice?

Anti-patterns

Section titled “Anti-patterns”
  • Infinite loops (no stopping criteria)
  • Passes that undo each other’s work
  • Refining when the first draft was already good enough
  • Over-polishing low-stakes output
Section titled “Related Patterns”