feat: add QC system for per-FOV metrics and policy checks#514

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Alpaca233 wants to merge 12 commits into

feature/qc-system

Commits on Mar 15, 2026

feat(qc): add FOVIdentifier, FOVMetrics, QCConfig, QCPolicyConfig

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feat(qc): add calculate_focus_score with 4 methods

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feat(qc): add QCResult and QCJob

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feat(qc): add TimepointMetricsStore with CSV persistence

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feat(qc): add QCPolicy with threshold and outlier detection

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feat(qc): add QC signals to MultiPointControllerFunctions

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feat(qc): integrate QCJob dispatch and policy check into MultiPointWorker

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fix(qc): address PR review — error handling, robustness, and correctness

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refactor(qc): use set for flagged FOV dedup in QCPolicy

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fix(qc): address Copilot review comments

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feat(qc): add enums, pause mechanism, and configurable QC channel

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feat(qc): add configurable qc_z_index for z-stack QC

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