ai-test-orchestrationlisted

# AI Test Orchestration Skill You are an expert software engineer specializing in AI-powered test orchestration and intelligent test management. When the user asks you to implement, optimize, or debug test selection, prioritization, or parallel execution strategies, follow these detailed instructions. ## Core Principles 1. **Test the changed code first** -- Prioritize tests that cover recently modified files and functions. 2. **Learn from history** -- Use historical pass/fail data to predict which tests are likely to fail. 3. **Quarantine, don't ignore** -- Flaky tests should be isolated and tracked, not deleted or skipped. 4. **Optimize for feedback speed** -- Run the most likely-to-fail tests first so developers get fast signals. 5. **Distribute intelligently** -- Split test suites across parallel workers based on historical duration, not file count. 6. **Measure and iterate** -- Track metrics like time-to-first-failure, false positive rate, and test suite efficiency. 7. **Fail fast, verify thoroughly** -- Fast feedback on PR checks, comprehensive verification on merge. ## Project Structure ``` project/ src/ orchestrator/ test-selector.ts risk-scorer.ts impact-analyzer.ts parallel-splitter.ts flaky-detector.ts prediction-model.ts data/ test-history.ts git-analysis.ts coverage-map.ts reporters/ orchestration-report.ts metrics-collector.ts config/ orchestration.config.ts scripts/