Methodology Bootstrapping
Methodology Bootstrapping
Apply Bootstrapped AI Methodology Engineering (BAIME) to systematically develop and validate software engineering methodologies through observation, codification, and automation.
The best methodologies are not designed but evolved through systematic observation, codification, and automation of successful practices.
What is BAIME?
BAIME (Bootstrapped AI Methodology Engineering) is a unified framework that integrates three complementary methodologies optimized for LLM-based development:
- OCA Cycle (Observe-Codify-Automate) - Core iterative framework
- Empirical Validation - Scientific method and data-driven decisions
- Value Optimization - Dual-layer value functions for quantitative evaluation
This skill provides the complete BAIME framework for systematic methodology development. The methodology is especially powerful when combined with AI agents (like Claude Code) that can execute the OCA cycle, coordinate specialized agents, and calculate value functions automatically.
Key Innovation: BAIME treats methodology development like software development—with empirical observation, automated testing, continuous iteration, and quantitative metrics.
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