Contribution Labels

All commits in labeled projects are tagged with one of the following contribution types to provide transparency into the development methodology used. This system tracks the spectrum from traditional hand-coding to AI-augmented development.

[CLASSIC]

Traditional hand-coded implementation without AI assistance. Pure human expertise, problem-solving, and craftsmanship.

[CLASSIC-REVIEW]

Traditional human-run code review process. Manual inspection, analysis, and feedback from human reviewers.

[LLM-ASSISTED]

Code written with LLM assistance in a pair programming style. Human drives the architecture and decisions, AI helps with implementation.

[LLM-ARCH]

Software architect leveraging LLM for code generation while reviewing, adjusting, and confirming all plans and implementations.

[LLM-REVIEW]

LLM-powered code review and resulting fixes. AI analyzes code for issues, suggests improvements, and helps implement fixes.

[VIBE]

Experimental or exploratory coding. Rapid prototyping, trying new ideas, and pushing boundaries without strict methodology.