refine
A generic, goal-directed refinement loop for ANY artifact — code, a design/mockup, copy, a config, a prompt.
Skill by jiahknee5
Chalk Labs
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/jiahknee5-refine
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: design, writing, finance, agent-building
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/refine
What's inside
- Skill name
refine- Description
- A generic, goal-directed refinement loop for ANY artifact — code, a design/mockup, copy, a config, a prompt. Given an artifact, a goal with a measurable eval, and a budget, it proposes N variations, measures each against the goal, keeps the best, and repeats until it converges or the budget runs out — keep-or-revert so the artifact never gets worse. Karpathy's autoresearch loop, generalized past code. Use inside Rapid (P5c mockups, P6 build, P8 gaps) or standalone to iterate anything toward a defined bar. Triggers: "refine X to Y", "loop on this until …", "iterate the design to …", "tune this against a goal".
- License
- unknown
- Instructions
- 123 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub
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Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Jun 7, 2026 (4 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- License unknown
- Repository
- github.com/jiahknee5/rapid-workflow
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from jiahknee5
- 0.469score
expert-panel
jiahknee5
Build a rigorous, product-agnostic expert panel for any of the five Rapid review areas — Business, Technical, Design, SME (domain), Users.
SkillCFreshness: CClaude Code +9 - 0.469score
observe
jiahknee5
Build a project-tailored **Observatory** — the live, watchable view of an autonomous Rapid build.
SkillCFreshness: CClaude Code +9 - 0.440score
test-theater
jiahknee5
Build a project-tailored **Workflow Test Theater** — the test suite as the user workflows made runnable.
SkillCFreshness: CClaude Code +9
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Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
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Cite this page
refine skill. Agent Mart. https://agentmart.dev/skills/jiahknee5-refine (last updated 2026-10-24)