Can I use this skill for CI/CD optimization?

Yes, BAIME is specifically validated for CI/CD, testing strategies, observability systems, and error-recovery patterns, often providing a 2x to 5x speedup in pipeline management.

What are dual-layer value functions?

These are metrics used to measure two distinct goals: V-instance, which evaluates the quality of the specific task at hand, and V-meta, which measures the transferability and documentation quality of the methodology itself.

What subagents are included in this skill?

The skill includes an iteration-prompt-designer for setup, an iteration-executor for running cycles, and a knowledge-extractor for turning results into production-ready artifacts.

What is the OCA cycle in BAIME?

The OCA cycle stands for Observe, Codify, Automate. It is the core iterative framework used to turn manual observations into automated, documented, and reusable software development methodologies.

How long does it take to develop a new methodology?

A typical methodology reaches convergence within 3 to 7 iterations, generally requiring between 6 to 15 hours of focused development time.

Methodology Bootstrapping (BAIME)

Name: Methodology Bootstrapping (BAIME)
Author: yaleh

byyaleh

•

生産性とワークフロー

Systematically develops and validates software engineering methodologies using the Observe-Codify-Automate (OCA) cycle.

Methodology Bootstrapping implements the Bootstrapped AI Methodology Engineering (BAIME) framework, enabling developers to evolve ad-hoc practices into mature, automated workflows. By utilizing a structured Observe-Codify-Automate (OCA) cycle and specialized subagents, this skill helps Claude Code users create high-quality testing strategies, CI/CD pipelines, and error-handling patterns that are empirically validated and highly transferable. It is ideal for teams looking to achieve 10-50x speedups in recurring development tasks through systematic optimization and quantitative value functions.

主な機能

01Specialized subagents for prompt design and iteration execution

02Dual-layer value functions to measure instance and methodology quality

03Automated OCA Cycle execution (Observe, Codify, Automate)

04Empirical validation framework for data-driven process improvements

0515 GitHub stars

06Knowledge extraction to transform experiments into reusable skills

ユースケース

01Building project-specific CI/CD methodologies with empirical quality gates

02Systematic technical debt management through codified recovery patterns

03Designing a custom, automated testing strategy for a legacy codebase

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yaleh/meta-cc methodology-bootstrapping

For use in Claude.ai and ChatGPT

Download Skill