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Commits, branches and sync with the but CLI
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Improving through verifiable loops v1.0.0
Use this resource to improve a system through loops against measurable criteria
New
- 443 downloads
- 157 likes
- 107 saves
Free
Install with the CLI
In a terminal, from the folder you want:
npx --yes palatekit@latest install measurable-iterative-refinementWith no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.
First time: connect the CLI with
npx --yes palatekit@latest loginThe agent improves a script, pipeline, prompt or config over repeated cycles, each checked by a measurable pass/fail condition. It runs subagents in parallel and keeps the main context lean, so each regression is traced to the edit that caused it. For a one-off tweak, the method is not needed.
Mostly picked by
Updated November 2, 2026
Previews
Details
- Install guides
- Generates with
- Your agent's model
- Licence
- Apache-2.0
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What you get
- SKILL.md: the loop, success conditions and context economics
- references/worked_example.md: a detailed example and recovery from regressions
Good fit for
- You tune a detector against a metric
- A surprising number needs a methodical investigation
Not for
Tags
- iteration
- metrics
- loop
- criteria
About
You say
“Improve this detector until it reaches the precision threshold, checking each change.”
Skill published by sammcj under the Apache-2.0 license, delivered in its original version.
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How to use it
- Install the skill in your agent's skills folder
- Ask your agent to improve a system through loops against measurable criteria
- Review and adjust the result
Content preview
Files
- evals/trigger_evals.json2.9 KB
- LICENSE11.1 KB
- NOTICE-PALATEKIT.md0.5 KB
- references/worked_example.md1.8 KB
- SKILL.md12.8 KB
Origin and licence
Listed unmodified
- Author
- sammcj
- Source
- github.com/sammcj/agentic-coding/tree/3f58e2fcd85f52cc7ba7459016b8253686f20ae0/Skills_disabled/iterative-refinement
- Licence
- Apache-2.0
Notice
« iterative-refinement » (sammcj, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.
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