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SkillHub ClubResearch & OpsFull StackData / AI

Rapid Convergence

Achieve 3-4 iteration methodology convergence (vs standard 5-7) when clear baseline metrics exist, domain scope is focused, and direct validation is possible. Use when you have V_meta baseline ≥0.40, quantifiable success criteria, retrospective validation data, and generic agents are sufficient. Enables 40-60% time reduction (10-15 hours vs 20-30 hours) without sacrificing quality. Prediction model helps estimate iteration count during experiment planning. Validated in error recovery (3 iterations, 10 hours, V_instance=0.83, V_meta=0.85).

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
16
Hot score
86
Updated
March 20, 2026
Overall rating
C3.3
Composite score
3.3
Best-practice grade
C55.6

Install command

npx @skill-hub/cli install yaleh-meta-cc-rapid-convergence

Repository

yaleh/meta-cc

Skill path: .claude/skills/rapid-convergence

Achieve 3-4 iteration methodology convergence (vs standard 5-7) when clear baseline metrics exist, domain scope is focused, and direct validation is possible. Use when you have V_meta baseline ≥0.40, quantifiable success criteria, retrospective validation data, and generic agents are sufficient. Enables 40-60% time reduction (10-15 hours vs 20-30 hours) without sacrificing quality. Prediction model helps estimate iteration count during experiment planning. Validated in error recovery (3 iterations, 10 hours, V_instance=0.83, V_meta=0.85).

Open repository

Best for

Primary workflow: Research & Ops.

Technical facets: Full Stack, Data / AI.

Target audience: Development teams looking for install-ready agent workflows..

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: yaleh.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install Rapid Convergence into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/yaleh/meta-cc before adding Rapid Convergence to shared team environments
  • Use Rapid Convergence for development workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

Favorites: 0.

Sub-skills: 0.

Aggregator: No.

Rapid Convergence | SkillHub