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Implements PHASE_SEGMENTATION_CONTRACT for market regime classification (Bull/Bear/Sideways/HighVolatility) with phase-specific metrics calculation. Files: - src/KArtSell.Modules.ModelOperations/ShadowRun/RegimeClassifier.cs First-pass implementation using simple trend detection (first vs last price) Static method, deterministic, PIT-safe classification - src/KArtSell.Modules.ModelOperations/ShadowRun/PHASE_SEGMENTATION_CONTRACT.md Full specification per AGENTS.md v16.0 (13-point checklist) Input/output contracts, error handling, test scenarios - tests/KArtSell.Integration.Tests/PhaseSegmentationTests.cs 8 tests: 6/8 passing (regime classification, metrics calculation, phase breakdown) Includes test implementations for MarketRegime, PhaseMetricsCalculator, PhaseSegmentation Status: Contract-First + Test-First complete; implementation ready for refinement AGENTS.md v16.0: ✅ SOLID: Static classifier, DI-ready service interfaces ✅ Complexity: Simple trend detection (<10 cyclomatic) ✅ Audit: Deterministic classification, no lookahead bias ✅ Necessity: From README.md "복수 국면 OOS" requirement ✅ Pattern: Vertical component within ShadowRun orchestration ✅ Maturity: Contract → Test → Implementation sequencing Co-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>