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docs: add research references to markdown manuscript
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docs: add manuscript reproduction procedure
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ci: verify research artifacts and manuscript changes
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test: validate committed empirical evidence against frozen protocol
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research: enforce frozen data and reproducible paper outputs
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research: enforce frozen data and reproducible paper outputs
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ci: update supported GitHub Actions in empirical.yml
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ci: update supported GitHub Actions in ci.yml
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qa: clean generated markdown and harden empirical result push
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qa: clean generated markdown and harden empirical result push
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research: validate canonical UCI shape and clean generated markdown
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research: validate canonical UCI shape and clean generated markdown
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test: align offline QA with live empirical runner
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ci: commit actual generated empirical artifacts
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test: cover research bundle protocol helpers
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ci: persist full empirical evidence bundle
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ci: add reproducible real-data empirical workflow
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build: simplify empirical dependencies
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ci: keep unit tests deterministic and offline
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test: expand research-bundle QA coverage
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research: add repeated calibration study, sensitivity analysis, and a…
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Add manual real-data Research Bundle reproduction workflow
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Convert probability calibration project into real-data Research Bundle
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Validate calibration metrics and correct labels, citations, and test …
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Limit CI to code and test changes
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