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fix(v2.5): refuse irreducible observation-cardinality overflow
bugSomething isn't workingSomething isn't workingdata-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowssynthetic-reconstructionHistorically anchored regime-conditioned reconstruction and variable-cardinality event generationHistorically anchored regime-conditioned reconstruction and variable-cardinality event generationStatus: Open.#727 In dmidlo/histdata.com-tools;policy(v2.10): certify source/data rights, redistribution scope, and derivative-publication policy for the terminal ML handoff
data-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowsenhancementNew feature or requestNew feature or requestscientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesStatus: Open.#725 In dmidlo/histdata.com-tools;meta(v2.10): partition late ML roadmap issues into public interoperability contracts versus private execution ownership
enhancementNew feature or requestNew feature or requestscientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesStatus: Open.#724 In dmidlo/histdata.com-tools;design(v2.10): freeze a stable downstream consumer facade and separate library errors from CLI/process exits
enhancementNew feature or requestNew feature or requestmodern-toolingModern tooling, CI, release, coverage, and packaging hygieneModern tooling, CI, release, coverage, and packaging hygienescientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesStatus: Open.#723 In dmidlo/histdata.com-tools;ops(v2.10): perform terminal branch/PR/release convergence and prove no scientifically relevant work remains stranded off the certified handoff tree
data-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowsenhancementNew feature or requestNew feature or requestmodern-toolingModern tooling, CI, release, coverage, and packaging hygieneModern tooling, CI, release, coverage, and packaging hygienescientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesStatus: Open.#722 In dmidlo/histdata.com-tools;milestone(v2.10): certify the public-to-private ML consumer handoff and freeze histdata.com-tools responsibility boundary
data-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowsenhancementNew feature or requestNew feature or requestscientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatessynthetic-dataSynthetic data generation, constraints, and validation workflowsSynthetic data generation, constraints, and validation workflowsStatus: Open.#721 In dmidlo/histdata.com-tools;design(v2.10+): freeze learned-decision attribution, grouped explainability, and causal-nonclaim semantics
data-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowsscientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatessynthetic-dataSynthetic data generation, constraints, and validation workflowsSynthetic data generation, constraints, and validation workflowsStatus: Open.#719 In dmidlo/histdata.com-tools;design(v2.10+): freeze immutable experiment bundle identity for reproducible training, evaluation, ablation, and promotion evidence
data-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowsscientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatessynthetic-dataSynthetic data generation, constraints, and validation workflowsSynthetic data generation, constraints, and validation workflowsStatus: Open.#718 In dmidlo/histdata.com-tools;design(v2.10+): govern retraining succession, champion-challenger evaluation, forgetting checks, and controlled model retirement
data-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowsscientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatessynthetic-dataSynthetic data generation, constraints, and validation workflowsSynthetic data generation, constraints, and validation workflowsStatus: Open.#717 In dmidlo/histdata.com-tools;ops(v2.10+): freeze model/policy promotion, effective-period registry, rollback, and live decision provenance
data-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowsscientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatessynthetic-dataSynthetic data generation, constraints, and validation workflowsSynthetic data generation, constraints, and validation workflowsStatus: Open.#716 In dmidlo/histdata.com-tools;design(v2.10+): freeze ML score-to-action policy, thresholding, sizing, abstention, and execution handoff
data-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowsscientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatessynthetic-dataSynthetic data generation, constraints, and validation workflowsSynthetic data generation, constraints, and validation workflowsStatus: Open.#714 In dmidlo/histdata.com-tools;test(v2.10): govern live feature/model drift monitoring, calibration decay, and inference abstention after deployment
data-qualityData quality assessment checks, reports, and validation workflowsData quality assessment checks, reports, and validation workflowsscientific-validationFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatesFalsifiability, calibration, leakage, reproducibility, and scientific acceptance gatessynthetic-dataSynthetic data generation, constraints, and validation workflowsSynthetic data generation, constraints, and validation workflowsStatus: Open.#713 In dmidlo/histdata.com-tools;