{"_what_this_is":"One row per public code unit, carrying the three-state status a reader can act on. Generated by scripts/capability_status.py from the grading waves, the beta go-live census and the surface probe. Never hand-edited: run the script.","counts":{"CHECKED":836,"FIX PENDING":64,"NOT CHECKED":658},"declared_limitations":25,"evidence_dates":["2026-09-11","2026-09-18","2026-09-25"],"extras_present":{"causal":true,"dashboard":false,"mcp":true,"training":true,"viz":true,"xai":true},"measured_on":"2026-09-11","newest_evidence":"2026-09-25","states":{"CHECKED":"graded and assessed; any defect found was fixed. Read `detail` for what the grade does not establish.","FIX PENDING":"graded and assessed, and a defect is still open. Do not rely on it in the beta.","NOT CHECKED":"no evidence either way. Nobody has established that it refuses honestly, and nobody has established that it does not."},"surface_total":1558,"tier1_areas":["Bias detection","Explainability (XAI)","Fairness metrics"],"tier2_areas":["In-processing mitigation","Post-processing mitigation","Preprocessing mitigation","Report rendering","Reporting"],"units":{"vfairness._names.name_token_list":{"area":"Top level","detail":"executed on healthy and degenerate input; the evidence has not been judged yet","grade":null,"kind":"function","sources":[],"status":"NOT CHECKED"},"vfairness._names.name_tokens":{"area":"Top level","detail":"executed on healthy and degenerate input; the evidence has not been judged yet","grade":null,"kind":"function","sources":[],"status":"NOT CHECKED"},"vfairness._names.resolve_attribute_key":{"area":"Top level","detail":"verified by running it; no test pins the behaviour, so a regression would be silent","grade":"SEMI-PROVEN","kind":"function","sources":["probe evidence, no agent"],"status":"CHECKED"},"vfairness._names.tokens_contain":{"area":"Top level","detail":"executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.","grade":null,"kind":"function","sources":[],"status":"NOT CHECKED"},"vfairness._not_assessed.warn_not_assessed":{"area":"Top level","detail":"verified by running it; no test pins the behaviour, so a regression would be silent","grade":"SEMI-PROVEN","kind":"function","sources":["probe evidence, no agent"],"status":"CHECKED"},"vfairness._triage.is_flag":{"area":"Top level","detail":"executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.","grade":null,"kind":"function","sources":[],"status":"NOT CHECKED"},"vfairness._triage.is_measured":{"area":"Top level","detail":"executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. 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Suspected fabrication, not yet judged: treat its output as unverified.","grade":null,"kind":"function","sources":[],"status":"NOT CHECKED"},"vfairness._triage.unmeasurable_reason":{"area":"Top level","detail":"executed on healthy and degenerate input; the evidence has not been judged yet","grade":null,"kind":"function","sources":[],"status":"NOT CHECKED"},"vfairness.agents.action_bias.ActionBiasAnalyzer":{"area":"Agent fairness testing","detail":"refuses honestly when nothing is measurable, and a test fails if that regresses","exported_as":"ActionBiasAnalyzer","grade":"PROVEN","kind":"class","pins":["tests/test_agents.py","tests/test_no_aggregator_fabricates_a_verdict.py","tests/test_readiness4_agents.py","tests/test_readiness5_probe5.py","tests/test_readiness6_manufactured.py"],"sources":["beta go-live census"],"status":"CHECKED"},"vfairness.agents.action_bias.ActionBiasAnalyzer.analyze_delegation":{"area":"Agent fairness testing","detail":"executed on healthy and degenerate input; the evidence has not been judged yet","exported_as":"ActionBiasAnalyzer().analyze_delegation","grade":null,"kind":"method","sources":[],"status":"NOT CHECKED"},"vfairness.agents.action_bias.ActionBiasAnalyzer.analyze_outcomes":{"area":"Agent fairness testing","detail":"called, but the call itself failed, so nothing was learned about it","exported_as":"ActionBiasAnalyzer().analyze_outcomes","grade":null,"kind":"method","sources":[],"status":"NOT CHECKED"},"vfairness.agents.action_bias.ActionBiasResult":{"area":"Agent fairness testing","detail":"returns no fairness number and no verdict, so it cannot fabricate one","grade":"NOT A MEASUREMENT","kind":"class","sources":["class probe, no agent"],"status":"CHECKED"},"vfairness.agents.correspondence.CorrespondenceResult":{"area":"Agent fairness testing","detail":"returns no fairness number and no verdict, so it cannot fabricate one","grade":"NOT A MEASUREMENT","kind":"class","sources":["class probe, no agent"],"status":"CHECKED"},"vfairness.agents.correspondence.CorrespondenceTester":{"area":"Agent fairness testing","detail":"refuses honestly when nothing is measurable, and a test fails if that regresses","exported_as":"CorrespondenceTester","grade":"PROVEN","kind":"class","pins":["tests/test_readiness4_agents.py"],"sources":["beta go-live census"],"status":"CHECKED"},"vfairness.agents.correspondence.CorrespondenceTester.analyze_outcomes":{"area":"Agent fairness testing","detail":"executed on healthy and degenerate input; the evidence has not been judged yet","exported_as":"CorrespondenceTester().analyze_outcomes","grade":null,"kind":"method","sources":[],"status":"NOT CHECKED"},"vfairness.agents.correspondence.CorrespondenceTester.create_paired_artifacts":{"area":"Agent fairness testing","detail":"called, but the call itself failed, so nothing was learned about it","exported_as":"CorrespondenceTester().create_paired_artifacts","grade":null,"kind":"method","sources":[],"status":"NOT CHECKED"},"vfairness.agents.correspondence.CorrespondenceTester.four_fifths_rule":{"area":"Agent fairness testing","detail":"executed on healthy and degenerate input; the evidence has not been judged yet","exported_as":"CorrespondenceTester().four_fifths_rule","grade":null,"kind":"method","sources":[],"status":"NOT CHECKED"},"vfairness.agents.pipeline_tracker.PipelineTracker":{"area":"Agent fairness testing","detail":"refuses honestly when nothing is measurable, and a test fails if that regresses","exported_as":"PipelineTracker","grade":"PROVEN","kind":"class","pins":["tests/test_audit_wave3.py","tests/test_readiness6_remainder.py"],"sources":["beta go-live census"],"status":"CHECKED"},"vfairness.agents.pipeline_tracker.PipelineTracker.compute_cumulative":{"area":"Agent fairness testing","detail":"executed, and on 7 world(s) where nothing was measurable (all_nan_scores, constant_scores, n_equals_2) it returned a neutral value and warned nobody. 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Suspected fabrication, not yet judged: treat its output as unverified.","exported_as":"branding_enabled","grade":null,"kind":"function","sources":[],"status":"NOT CHECKED"},"vfairness.branding.set_branding":{"area":"Top level","detail":"verified by running it; no test pins the behaviour, so a regression would be silent","exported_as":"set_branding","grade":"SEMI-PROVEN","kind":"function","sources":["probe evidence, no agent"],"status":"CHECKED"},"vfairness.create_calibration_dashboard":{"area":"Top level","detail":"called, but the call itself failed, so nothing was learned about it","exported_as":"create_calibration_dashboard","grade":null,"kind":"function","sources":[],"status":"NOT CHECKED"},"vfairness.create_fairness_dashboard":{"area":"Top level","detail":"called, but the call itself failed, so nothing was learned about it","exported_as":"create_fairness_dashboard","grade":null,"kind":"function","sources":[],"status":"NOT 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