clj-skill-eval

Measure Clojure skill impact by comparing quantitative signals like time, tokens, LOC, and test coverage alongside qualitative signals like documentation depth and API choices. Run parallel executions in isolated projects to generate a comparative evaluation report.

A/B testing for Clojure code quality involves running the same debugging, API discovery, or macro understanding task in two isolated projects to measure behavioral differences. It verifies whether a skill actually changes workflow by examining context logs for REPL usage and exploration patterns.

Yes, you can test REPL debugging skills on Java interop tasks by running parallel executions with and without the skill in isolated environments. The evaluation applies to measurable behavioral differences in debugging approach and code quality for Java interop scenarios.

Set up two isolated project environments to run identical Clojure development tasks in parallel. Enable the target skill in one project and disable it in the other, then collect context logs from both to quantitatively and qualitatively compare outcomes.

Track quantitative signals such as time, tokens, lines of code, and test coverage, along with qualitative signals like documentation depth, API choices, and defensiveness. These metrics form the basis of the explicit evaluation report with conclusions and recommendations.

Avoid A/B testing for Clojure skill evaluation when tasks do not produce measurable behavioral differences or when isolated project setups are infeasible. The method requires parallel execution with context logs, so tasks lacking clear debugging, API discovery, or macro understanding outcomes are unsuitable.