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      "merged_pr": "https://github.com/Vaquum/Limen/pull/1085"
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    {
      "path": "limen/yaml/README.md",
      "region": "layout:package",
      "sha256": "8354548a39aed1e069be95ba2b4a5c73769ee514258f7d494cb18237128d37f1",
      "commit": "62d79072816b9570b900bdaa48ad3ef2cba917b8",
      "status": "merged",
      "merged_pr": "https://github.com/Vaquum/Limen/pull/1317"
    }
  ],
  "displays": [
    {
      "id": "python-selection",
      "scenario": "selection",
      "path": "docs/examples/retained/python-selection.json",
      "sha256": "d51c57f27c605fa1ab5e9048b49e69b5faaac2b728f19bd6a499a6d2f23071c4",
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      "metrics": {
        "last_prediction": {
          "absolute_tolerance": 1e-10,
          "relative_tolerance": 1e-08
        }
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    },
    {
      "id": "compiled-selection",
      "scenario": "selection",
      "path": "docs/examples/retained/compiled-selection.json",
      "sha256": "67d02350500cd6454b6b0621a408b68665738b5f44be7903dc242f0db121e824",
      "source_sha256": "5a3997eb024fd53cc620ba4be0ddc32bd3efabc3e210ec15ceea8162b63d2f80",
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      "retained_commit": "6185108890a65f22174849b389e036810a7f0e83",
      "metrics": {}
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  "validation": {
    "catalogue_sha256": "fea4b7905bc43eef2c5121917887363d55cdcfd348526c121689a917b22b591c",
    "status": "passed",
    "scenarios": [
      {
        "id": "selection",
        "interface": "python",
        "command": [
          "python",
          "python-research/research.py",
          "--scenario",
          "selection",
          "--data-dir",
          "inputs",
          "--output-dir",
          "results/python"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[python-selection]",
          "docs/examples/tests/test_research_examples.py::test_acquisition_uses_one_publication_and_rejects_changed_artifacts"
        ],
        "assertions": [
          "Retained evaluated state; independent next-bar costs and selection; all causal prefixes; no inference fitting.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/python-selection.json",
        "output_sha256": "ed612a6a4c57312b6804ecc1bc6e10f14344eb6a51954d9a5c8c943f6c50a8e0",
        "status": "passed"
      },
      {
        "id": "search",
        "interface": "python",
        "command": [
          "python",
          "python-research/research.py",
          "--scenario",
          "all",
          "--data-dir",
          "inputs",
          "--output-dir",
          "results/python-all"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[python-search]",
          "docs/examples/tests/test_research_examples.py::test_preparation_preserves_training_fits_and_target_geometry",
          "docs/examples/tests/test_research_examples.py::test_common_baselines_preserve_signals_and_declared_economics",
          "docs/examples/tests/test_extended_cases.py::test_recorded_analysis_population_and_every_reducer",
          "docs/examples/tests/test_extended_cases.py::test_recorded_local_source_encodings",
          "docs/examples/tests/test_extended_cases.py::test_recorded_multiclass_metrics",
          "docs/examples/tests/test_extended_cases.py::test_recorded_causal_rules"
        ],
        "assertions": [
          "Full-budget strategies visit the bounded domain; closed-form Ridge reproduces scores; the budget reducer limits a separate four-candidate search to three completed rounds. A separate mixed-feedback run proves reducer/callback/file order, one-time file polling, injected-candidate execution, resulting domain and exhausted budget. Preparation reconstructs forward-close ternary labels, fixed-width fractional values, training-only robust statistics, ablation, PCA subspace and Ridge forecasts. All eight common baselines retain causal signals; separate one-bar Python and held-position native cost/lag accounts match independent arithmetic. All helper/target outputs are retained, five scaler states remain training-fitted, 30 distinct configurations support parameter analysis, and every reducer has a recorded intervention or advisory action. CSV/ZIP/Arrow carry the same recorded timestamps and prices.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/python-search.json",
        "output_sha256": "00059213e6a7bffa90fa1b290bf507f4c4bcb68541e3056d08b4d09d64d22a8f",
        "status": "passed"
      },
      {
        "id": "recovery",
        "interface": "python",
        "command": [
          "python",
          "python-research/research.py",
          "--scenario",
          "all",
          "--data-dir",
          "inputs",
          "--output-dir",
          "results/python-all"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[python-recovery]",
          "docs/examples/tests/test_research_integrity.py::test_recorded_resume_refuses_changed_source_and_geometry"
        ],
        "assertions": [
          "Two completed rounds become four unique occurrence indices and equal uninterrupted native results after resume; arbitrary fitted state is not restored.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/python-recovery.json",
        "output_sha256": "b25420871ac6034edfd1a2eaf02d08b3923fc4c5dc32ba99683a6ef1708317e5",
        "status": "passed"
      },
      {
        "id": "walk_forward",
        "interface": "python",
        "command": [
          "python",
          "python-research/research.py",
          "--scenario",
          "all",
          "--data-dir",
          "inputs",
          "--output-dir",
          "results/python-all"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[python-walk_forward]"
        ],
        "assertions": [
          "Exact fold geometry and disjoint chronological clocks; finite caller-owned fitted predictions.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/python-walk_forward.json",
        "output_sha256": "21ee18ec4cbb4a48d6126b10572dfe874299f459b427814023060161c73fd8a5",
        "status": "passed"
      },
      {
        "id": "holdout",
        "interface": "python",
        "command": [
          "python",
          "python-research/research.py",
          "--scenario",
          "all",
          "--data-dir",
          "inputs",
          "--output-dir",
          "results/python-all"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[python-holdout]"
        ],
        "assertions": [
          "Independent final open-to-close return and costs; caller-owned exclusion is not guarded exposure evidence.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/python-holdout.json",
        "output_sha256": "39e26be1e1ec11fadfdd461cca28403998cad44e756651869818cb4c37b6fd89",
        "status": "passed"
      },
      {
        "id": "calibration",
        "interface": "python",
        "command": [
          "python",
          "python-research/research.py",
          "--scenario",
          "all",
          "--data-dir",
          "inputs",
          "--output-dir",
          "results/python-all"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[python-calibration]",
          "docs/examples/tests/test_extended_cases.py::test_evaluated_classifier_composition_and_empty_history"
        ],
        "assertions": [
          "All four calibration/threshold choices; independent threshold objective; compatible Python vote cohort; validation reuse disclosed.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/python-calibration.json",
        "output_sha256": "28d05240696725bfe4443819497b35e7c62bc5b320f1891573b0587f2c9b7718",
        "status": "passed"
      },
      {
        "id": "execution",
        "interface": "python",
        "command": [
          "python",
          "python-research/research.py",
          "--scenario",
          "all",
          "--data-dir",
          "inputs",
          "--output-dir",
          "results/python-all"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[python-execution]",
          "docs/examples/tests/test_research_integrity.py::test_execution_proof_rejects_early_and_substituted_recorded_fills"
        ],
        "assertions": [
          "Nonempty native ledger; equity/cost reconciliation; each funding payment matches recorded rate, mark and signed quantity.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/python-execution.json",
        "output_sha256": "3d4e6e9e0d62b3d11aa0f9bc68f875b9468bd13ace8eec6677ce1aee3b7bd5ae",
        "status": "passed"
      },
      {
        "id": "bars",
        "interface": "python",
        "command": [
          "python",
          "python-research/research.py",
          "--scenario",
          "all",
          "--data-dir",
          "inputs",
          "--output-dir",
          "results/python-all"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[python-bars]"
        ],
        "assertions": [
          "Complete-bar volume and boundaries; original trade volume/value conserved into three CFR bars; six finite diagnostics.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/python-bars.json",
        "output_sha256": "8d01175a3865d941bcee04019ec33d429bb398b0cdcd3d9f624d33767510f8fd",
        "status": "passed"
      },
      {
        "id": "observed_costs",
        "interface": "python",
        "command": [
          "python",
          "python-research/research.py",
          "--scenario",
          "all",
          "--data-dir",
          "inputs",
          "--output-dir",
          "results/python-all"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[python-observed_costs]"
        ],
        "assertions": [
          "One pinned calibration reused by four caller-owned fits; unchanged predictions and fees; distinct frozen inputs and applications; low effective support and unknown historical delivery remain explicit.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/python-observed_costs.json",
        "output_sha256": "ec6819bf8bf842a50e1434a4762e47f5ea96e7b715a9a0943e8256297aeaec41",
        "status": "passed"
      },
      {
        "id": "selection",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-selection]",
          "docs/examples/tests/test_research_examples.py::test_cli_selection_matches_reconstruction_api",
          "docs/examples/tests/test_compiled_contract.py::test_compiled_project_is_yaml_and_cli",
          "docs/examples/tests/test_compiled_contract.py::test_bundled_derivations_equal_the_recorded_sources",
          "docs/examples/tests/test_research_examples.py::test_acquisition_uses_one_publication_and_rejects_changed_artifacts"
        ],
        "assertions": [
          "Execute unchanged YAML through the installed CLI; validate actual native artifacts, source identities, scenario semantics and declared Sensor/Cohort handoff. Validation objective chooses the recorded round; Trainer reconstructs with original splits and validates metrics.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-selection.json",
        "output_sha256": "67d02350500cd6454b6b0621a408b68665738b5f44be7903dc242f0db121e824",
        "status": "passed"
      },
      {
        "id": "search",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-search]",
          "docs/examples/tests/test_research_examples.py::test_preparation_preserves_training_fits_and_target_geometry",
          "docs/examples/tests/test_research_examples.py::test_common_baselines_preserve_signals_and_declared_economics",
          "docs/examples/tests/test_extended_cases.py::test_native_reducer_recording_and_source_campaigns",
          "docs/examples/tests/test_optional_model.py::test_retained_tabpfn_matches_current_contract"
        ],
        "assertions": [
          "Unchanged CLI declarations cover finite traversal, factorization, audited resource reduction, eight composable candidates, ablation/PCA, recorded model-family predictions with independent return labels/RMSE, and eight baseline strategies. Callback ordering remains a separate component API regression. YAML-only campaigns execute every registered reducer and compare lean/full/output recording and CSV/ZIP/Arrow source encodings; native audits, scores, payloads and acceptance arithmetic are checked.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-search.json",
        "output_sha256": "9821e31aff8c0d5fbc619b2fd00994711585f1caa2877f895eea003a3aaf36a5",
        "status": "passed"
      },
      {
        "id": "recovery",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-recovery]",
          "docs/examples/tests/test_research_integrity.py::test_recorded_resume_refuses_changed_source_and_geometry"
        ],
        "assertions": [
          "Execute unchanged YAML through the installed CLI. Interrupt after a completed prefix, resume to four unique candidates, compare identities and metrics with uninterrupted execution, and reject changed pinned source bytes before fitting.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-recovery.json",
        "output_sha256": "a1dc2ea1baa80a183b57fde10c91cf0c711d28d80357758a4c3bbe3e25aff661",
        "status": "passed"
      },
      {
        "id": "walk_forward",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-walk_forward]",
          "docs/examples/tests/test_research_integrity.py::test_recorded_resume_refuses_changed_source_and_geometry",
          "docs/examples/tests/test_research_integrity.py::test_fold_fitting_calibration_and_objective_are_local",
          "docs/examples/tests/test_research_examples.py::test_acceptance_report_matches_recorded_tracks"
        ],
        "assertions": [
          "Execute unchanged YAML through the installed CLI; validate actual native artifacts, source identities, scenario semantics and declared Sensor/Cohort handoff. Qualified fold identities, fitting clocks and common campaign cutoff survive Trainer/Cohort handoff; independent DSR/CSCV and timestamp checks verify retained acceptance reports and verdicts.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-walk_forward.json",
        "output_sha256": "fd6f9a981b14b296c377ac4f170049611087f73d3695c7913e87051edc009a61",
        "status": "passed"
      },
      {
        "id": "holdout",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-holdout]",
          "docs/examples/tests/test_research_integrity.py::test_guarded_holdout_excludes_research_and_never_refits"
        ],
        "assertions": [
          "Execute unchanged YAML through the installed CLI; validate actual native artifacts, source identities, scenario semantics and declared Sensor/Cohort handoff. Actual project reservation and frozen final assessment; 24 final rows, 23 labels; retained report hash; exposure remains unknown. Assess a separate single-Sensor event contract through YAML/CLI; verify schema-2 execution pins, native report read-back, tape, ledger and retained rows.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-holdout.json",
        "output_sha256": "1ef6e52cfc3cfc5484729b9ee437c69520de1ade25af0493ae2c4b9c85ebccb3",
        "status": "passed"
      },
      {
        "id": "calibration",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-calibration]"
        ],
        "assertions": [
          "Execute unchanged YAML through the installed CLI; validate all four calibration/threshold combinations and preserve unavailable threshold statistics. Native API regression tests separately cover reconstruction.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-calibration.json",
        "output_sha256": "6fe7fc57fbfdfbb1d8c258adfb5de1ffcedc9c9bc52ec3d4661696a3f98ba7f3",
        "status": "passed"
      },
      {
        "id": "execution",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-execution]"
        ],
        "assertions": [
          "Execute unchanged YAML through the installed CLI; validate actual native artifacts, source identities, scenario semantics and declared Sensor/Cohort handoff. Distinct dynamic-barrier contracts and actual completed trades; recorded funding cashflows reconcile to native metrics.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-execution.json",
        "output_sha256": "30d7419bc16b8e1093906c4c81a33e69caa0cec36131fbffe651c55004a99904",
        "status": "passed"
      },
      {
        "id": "bars",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-bars]"
        ],
        "assertions": [
          "Execute unchanged YAML through the installed CLI; validate three post-split formation modes and recorded payloads. The short recorded-trade diagnostic belongs to the Python project.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-bars.json",
        "output_sha256": "8a3ab7259e16ab9292d2b95c3838adb4d49274edafe3b8eecd35928c2169bda4",
        "status": "passed"
      },
      {
        "id": "allocation",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-allocation]"
        ],
        "assertions": [
          "Execute unchanged YAML through the installed CLI; verify rule and learned primary identities, exact recorded training-source digests, completed-outcome purging, exposure limits, native prediction payload hashes and declared recorded funding. Component regression tests additionally establish prefix-fit identities and independent risk mapping.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-allocation.json",
        "output_sha256": "e4fa87aeee1dcc34119d97badfd5a133dbb2ea946725c3019031524e1308d9e1",
        "status": "passed"
      },
      {
        "id": "command_line",
        "interface": "compiled",
        "command": [
          "sh",
          "compiled-research/run.sh"
        ],
        "tests": [
          "docs/examples/tests/test_research_examples.py::test_complete_research_scenario[compiled-command_line]"
        ],
        "assertions": [
          "Execute unchanged YAML through the installed CLI; validate actual native artifacts, source identities, scenario semantics and declared Sensor/Cohort handoff. Installed CLI exits successfully; parent/child lineage, four unique result rows, CSV/Parquet agreement and exact restored tracked campaign bytes.",
          "actual validated wheel imported outside checkout",
          "unchanged archived project CLI",
          "complete wheel Python source equals the tested tree"
        ],
        "output_path": ".docs-evidence/compiled-command_line.json",
        "output_sha256": "40c14c935dfc9b92074d89a271a3ff7145617a38305b813a7049b4ab3900c368",
        "status": "passed"
      }
    ]
  },
  "publication": {
    "release": "v6.0.1",
    "merged_commit": "9bc8a6300a2aeb32d202bad870933411b1fc6bd5",
    "released_wheel_sha256": "c827a73ddd6866448e00816fc3e6125959811e1a31732f2b04f3b0260d740847",
    "bundle_sha256": "b30d13d47e90250a20b37cffe2b1e0e6a307586e7da6bf5af031aea062c5e25a",
    "site_sha256": "c52c0fdf1e5a143b90592bf761c53a3901fa93e043654f76dae6522a8ac90e90",
    "validation_sha256": "300c753fbad29ecb0d6b0c2723146a89a25f16383afd6a4ca02d521476c8464d"
  }
}