From 81c485c0b7db3a44d459124480b3478ac9d392b7 Mon Sep 17 00:00:00 2001
From: Max Ghenis <mghenis@gmail.com>
Date: Sat, 3 Oct 2026 16:45:41 -0400
Subject: [PATCH] Retire the "upper bound" label in the cause_shares replay
 crosswalk

The lab's 2026-10-03 revision (PR #92) withdrew the reading that the 37
non-reproduced replay cases bound computation-side error. The
colorado_replay_reconciliation section of analysis/cause_shares.json still
carried it, so:

- rename the replay outcomes explained_input_facts -> reproduced and
  computation_side_upper_bound -> not_reproduced, single-sourced in
  REPLAY_OUTCOMES;
- state only the test in reference.classification, and raise if a replay
  row's within5 flag disagrees with abs(engine_on_original - RAWBEN) <= 5;
- qualify committed_prose_discrepancy.claim_location with commit 755a7f3
  and point claim_status at the lab's correction.

Regenerate every artifact that pins the changed hashes, transitively, with
its own generator: coding_consistency, engine_scenario_data (and the
app.js pin, with an ASSET_V bump), persistence, persistence_backtest,
interventions, uhip_decomposition, fixed_donor_decomposition and
adoption_national. Data leaves are unchanged; only input hashes and the
recorded macOS version move.

Tests lock the labels and classification, check the committed replay
against the documented test, assert the partition identities, compare the
reconciliation with the lab's independently computed claims_audit.json,
and property-test _replay_metric's additivity.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 analysis/adoption_national.json               |   2 +-
 analysis/cause_shares.json                    |  51 ++--
 analysis/cause_shares.py                      |  46 ++--
 analysis/coding_consistency.json              |   2 +-
 .../fixed_donor_decomposition_results.json    |   8 +-
 analysis/interventions_results.json           |   4 +-
 analysis/persistence_backtest_results.json    |   6 +-
 analysis/persistence_results.json             |   4 +-
 analysis/uhip_decomposition_results.json      |   6 +-
 app/public/app.js                             |   4 +-
 app/public/engine_scenario_data.json          |   2 +-
 app/public/index.html                         |   2 +-
 tests/test_cause_shares.py                    | 230 ++++++++++++++++++
 13 files changed, 305 insertions(+), 62 deletions(-)

diff --git a/analysis/adoption_national.json b/analysis/adoption_national.json
index c92311e..2054083 100644
--- a/analysis/adoption_national.json
+++ b/analysis/adoption_national.json
@@ -1 +1 @@
-{"engine":{"convention":"additive_anchor","draws":4000,"seed":11},"national_expected_fy2028_bills_usd":{"base":7671249967.84,"broad":6940672776.84,"strict":7574367069.48},"provenance":{"data_json_sha256":"d1730015b76c09d0a407af3e739675bae6405a96c148e10e574da48360e47cde","engine_scenario_data_sha256":"7886710020f940beabc01110564384829ff4cb54b806ed1aee5bd9cac5f26b20"},"schema":"snap_qc_sim.adoption_national.v1","states_expected_fy2028_bills_usd":{"AK":{"base":0.0,"broad":0.0,"strict":0.0},"AL":{"base":171787192.36,"broad":160076870.93,"strict":171507863.59},"AR":{"base":47330949.4,"broad":29122069.15,"strict":46317321.73},"AZ":{"base":277976643.97,"broad":249360323.09,"strict":277976643.97},"CA":{"base":1711964398.01,"broad":1335116889.01,"strict":1668746568.61},"CO":{"base":158939210.69,"broad":135592834.8,"strict":142582482.98},"CT":{"base":84964973.42,"broad":66643594.63,"strict":76426964.07},"DC":{"base":0.0,"broad":0.0,"strict":0.0},"DE":{"base":0.0,"broad":0.0,"strict":0.0},"FL":{"base":680119996.5,"broad":930041164.8,"strict":696435084.13},"GA":{"base":0.0,"broad":0.0,"strict":0.0},"GU":{"base":15963222.46,"broad":16082533.63,"strict":16237026.3},"HI":{"base":105852837.97,"broad":99633475.76,"strict":105826335.0},"IA":{"base":0.0,"broad":0.0,"strict":0.0},"ID":{"base":0.0,"broad":0.0,"strict":0.0},"IL":{"base":0.0,"broad":0.0,"strict":0.0},"IN":{"base":140044205.39,"broad":121676316.99,"strict":139571438.01},"KS":{"base":37972034.1,"broad":35413348.47,"strict":37710943.73},"KY":{"base":0.0,"broad":0.0,"strict":0.0},"LA":{"base":146381926.98,"broad":72297683.38,"strict":118748248.89},"MA":{"base":300151100.61,"broad":343927837.23,"strict":303116829.45},"MD":{"base":132730990.15,"broad":207052260.25,"strict":171480942.85},"ME":{"base":49802930.15,"broad":41892613.79,"strict":48397432.52},"MI":{"base":298181424.1,"broad":178299476.5,"strict":280915715.3},"MN":{"base":79475101.07,"broad":98370529.6,"strict":79876941.47},"MO":{"base":137956398.61,"broad":81878807.67,"strict":136170018.87},"MS":{"base":79372132.45,"broad":76709171.57,"strict":79342323.18},"MT":{"base":15202702.62,"broad":9761309.19,"strict":13593361.93},"NC":{"base":137497994.69,"broad":30899216.62,"strict":131304074.28},"ND":{"base":10583417.07,"broad":9044481.01,"strict":10545317.86},"NE":{"base":0.0,"broad":0.0,"strict":0.0},"NH":{"base":14268455.85,"broad":7961702.92,"strict":13245326.44},"NJ":{"base":87649303.03,"broad":73648588.14,"strict":86538901.51},"NM":{"base":0.0,"broad":0.0,"strict":0.0},"NV":{"base":31016079.45,"broad":24005073.78,"strict":28209136.96},"NY":{"base":629878694.33,"broad":1020794400.53,"strict":629878694.33},"OH":{"base":135610495.08,"broad":11583475.84,"strict":113053200.03},"OK":{"base":216350433.65,"broad":189830542.95,"strict":213174061.2},"OR":{"base":0.0,"broad":0.0,"strict":0.0},"PA":{"base":399695390.62,"broad":338071111.1,"strict":392482370.63},"RI":{"base":42494399.77,"broad":47680157.03,"strict":47027700.64},"SC":{"base":119534388.63,"broad":80108460.18,"strict":119534388.63},"SD":{"base":0.0,"broad":0.0,"strict":0.0},"TN":{"base":153578435.12,"broad":151561205.24,"strict":153482376.56},"TX":{"base":680607586.47,"broad":404630032.53,"strict":675896610.22},"UT":{"base":0.0,"broad":0.0,"strict":0.0},"VA":{"base":230432127.45,"broad":246266640.38,"strict":245510558.58},"VI":{"base":0.0,"broad":0.0,"strict":0.0},"VT":{"base":0.0,"broad":0.0,"strict":0.0},"WA":{"base":87177521.17,"broad":7013190.28,"strict":83873001.01},"WI":{"base":0.0,"broad":0.0,"strict":0.0},"WV":{"base":22704874.43,"broad":8625387.89,"strict":19630864.01},"WY":{"base":0.0,"broad":0.0,"strict":0.0}}}
+{"engine":{"convention":"additive_anchor","draws":4000,"seed":11},"national_expected_fy2028_bills_usd":{"base":7671249967.84,"broad":6940672776.84,"strict":7574367069.48},"provenance":{"data_json_sha256":"d1730015b76c09d0a407af3e739675bae6405a96c148e10e574da48360e47cde","engine_scenario_data_sha256":"f64b9fd7408daabe0e5ffad8115ef658572b35e0bdd102deca860f4230e6c044"},"schema":"snap_qc_sim.adoption_national.v1","states_expected_fy2028_bills_usd":{"AK":{"base":0.0,"broad":0.0,"strict":0.0},"AL":{"base":171787192.36,"broad":160076870.93,"strict":171507863.59},"AR":{"base":47330949.4,"broad":29122069.15,"strict":46317321.73},"AZ":{"base":277976643.97,"broad":249360323.09,"strict":277976643.97},"CA":{"base":1711964398.01,"broad":1335116889.01,"strict":1668746568.61},"CO":{"base":158939210.69,"broad":135592834.8,"strict":142582482.98},"CT":{"base":84964973.42,"broad":66643594.63,"strict":76426964.07},"DC":{"base":0.0,"broad":0.0,"strict":0.0},"DE":{"base":0.0,"broad":0.0,"strict":0.0},"FL":{"base":680119996.5,"broad":930041164.8,"strict":696435084.13},"GA":{"base":0.0,"broad":0.0,"strict":0.0},"GU":{"base":15963222.46,"broad":16082533.63,"strict":16237026.3},"HI":{"base":105852837.97,"broad":99633475.76,"strict":105826335.0},"IA":{"base":0.0,"broad":0.0,"strict":0.0},"ID":{"base":0.0,"broad":0.0,"strict":0.0},"IL":{"base":0.0,"broad":0.0,"strict":0.0},"IN":{"base":140044205.39,"broad":121676316.99,"strict":139571438.01},"KS":{"base":37972034.1,"broad":35413348.47,"strict":37710943.73},"KY":{"base":0.0,"broad":0.0,"strict":0.0},"LA":{"base":146381926.98,"broad":72297683.38,"strict":118748248.89},"MA":{"base":300151100.61,"broad":343927837.23,"strict":303116829.45},"MD":{"base":132730990.15,"broad":207052260.25,"strict":171480942.85},"ME":{"base":49802930.15,"broad":41892613.79,"strict":48397432.52},"MI":{"base":298181424.1,"broad":178299476.5,"strict":280915715.3},"MN":{"base":79475101.07,"broad":98370529.6,"strict":79876941.47},"MO":{"base":137956398.61,"broad":81878807.67,"strict":136170018.87},"MS":{"base":79372132.45,"broad":76709171.57,"strict":79342323.18},"MT":{"base":15202702.62,"broad":9761309.19,"strict":13593361.93},"NC":{"base":137497994.69,"broad":30899216.62,"strict":131304074.28},"ND":{"base":10583417.07,"broad":9044481.01,"strict":10545317.86},"NE":{"base":0.0,"broad":0.0,"strict":0.0},"NH":{"base":14268455.85,"broad":7961702.92,"strict":13245326.44},"NJ":{"base":87649303.03,"broad":73648588.14,"strict":86538901.51},"NM":{"base":0.0,"broad":0.0,"strict":0.0},"NV":{"base":31016079.45,"broad":24005073.78,"strict":28209136.96},"NY":{"base":629878694.33,"broad":1020794400.53,"strict":629878694.33},"OH":{"base":135610495.08,"broad":11583475.84,"strict":113053200.03},"OK":{"base":216350433.65,"broad":189830542.95,"strict":213174061.2},"OR":{"base":0.0,"broad":0.0,"strict":0.0},"PA":{"base":399695390.62,"broad":338071111.1,"strict":392482370.63},"RI":{"base":42494399.77,"broad":47680157.03,"strict":47027700.64},"SC":{"base":119534388.63,"broad":80108460.18,"strict":119534388.63},"SD":{"base":0.0,"broad":0.0,"strict":0.0},"TN":{"base":153578435.12,"broad":151561205.24,"strict":153482376.56},"TX":{"base":680607586.47,"broad":404630032.53,"strict":675896610.22},"UT":{"base":0.0,"broad":0.0,"strict":0.0},"VA":{"base":230432127.45,"broad":246266640.38,"strict":245510558.58},"VI":{"base":0.0,"broad":0.0,"strict":0.0},"VT":{"base":0.0,"broad":0.0,"strict":0.0},"WA":{"base":87177521.17,"broad":7013190.28,"strict":83873001.01},"WI":{"base":0.0,"broad":0.0,"strict":0.0},"WV":{"base":22704874.43,"broad":8625387.89,"strict":19630864.01},"WY":{"base":0.0,"broad":0.0,"strict":0.0}}}
diff --git a/analysis/cause_shares.json b/analysis/cause_shares.json
index 02a9afa..8d6028a 100644
--- a/analysis/cause_shares.json
+++ b/analysis/cause_shares.json
@@ -129,7 +129,8 @@
     "committed_prose_discrepancy": {
       "assessment": "The 10-case count reproduces from all nine SAV AGENCY slots; neither available dollar definition reproduces $3.28M.",
       "claim": "10 cases, $3.28M, 3.3%",
-      "claim_location": "paper/snapshot/labs/amterr/ANALYSIS.md:L62-L67",
+      "claim_location": "paper/snapshot/labs/amterr/ANALYSIS.md:L62-L67 at commit 755a7f3179e964dccdf6dc2f7266e7c4758a0141",
+      "claim_status": "Corrected in the lab's 2026-10-03 revision: ANALYSIS.md, section 'The 10 broad-coded cases that do not reproduce', reports that $3.28M does not reproduce, and claims_audit.json case_level.broad_coded_misses lists the 10 cases.",
       "recomputed_broad_residual_n": 10,
       "recomputed_hwgt_times_amterr_dollars": 4469987.48,
       "recomputed_hwgt_times_engine_gap_dollars": 2913739.34,
@@ -144,13 +145,13 @@
     },
     "official_replay_any_agency_by_engine_outcome": {
       "qc_any_agency": {
-        "computation_side_upper_bound": {
+        "not_reproduced": {
           "dollars": 21385851.53,
           "n": 16,
           "share_of_slice_dollars": 0.262868558653,
           "weighted_n": 70854.559396
         },
-        "explained_input_facts": {
+        "reproduced": {
           "dollars": 35722171.4,
           "n": 47,
           "share_of_slice_dollars": 0.439086360163,
@@ -158,13 +159,13 @@
         }
       },
       "qc_no_agency": {
-        "computation_side_upper_bound": {
+        "not_reproduced": {
           "dollars": 3996798.73,
           "n": 5,
           "share_of_slice_dollars": 0.049127467341,
           "weighted_n": 17856.458946
         },
-        "explained_input_facts": {
+        "reproduced": {
           "dollars": 20250862.86,
           "n": 29,
           "share_of_slice_dollars": 0.248917613843,
@@ -174,13 +175,13 @@
     },
     "official_replay_fractional_cause_by_engine_outcome": {
       "agency_or_system": {
-        "computation_side_upper_bound": {
+        "not_reproduced": {
           "dollars": 18613052.87,
           "fractional_n": 13.0,
           "fractional_weighted_n": 57245.3175,
           "share_of_replay_official_dollars": 0.228786138057
         },
-        "explained_input_facts": {
+        "reproduced": {
           "dollars": 30229226.25,
           "fractional_n": 39.333333,
           "fractional_weighted_n": 163473.948503,
@@ -188,13 +189,13 @@
         }
       },
       "client_or_fact": {
-        "computation_side_upper_bound": {
+        "not_reproduced": {
           "dollars": 6769597.39,
           "fractional_n": 8.0,
           "fractional_weighted_n": 31465.700841,
           "share_of_replay_official_dollars": 0.083209887937
         },
-        "explained_input_facts": {
+        "reproduced": {
           "dollars": 25457397.13,
           "fractional_n": 35.833333,
           "fractional_weighted_n": 147975.931408,
@@ -202,13 +203,13 @@
         }
       },
       "excluded_federal_match": {
-        "computation_side_upper_bound": {
+        "not_reproduced": {
           "dollars": 0.0,
           "fractional_n": 0.0,
           "fractional_weighted_n": 0.0,
           "share_of_replay_official_dollars": 0.0
         },
-        "explained_input_facts": {
+        "reproduced": {
           "dollars": 0.0,
           "fractional_n": 0.0,
           "fractional_weighted_n": 0.0,
@@ -216,13 +217,13 @@
         }
       },
       "no_required_action": {
-        "computation_side_upper_bound": {
+        "not_reproduced": {
           "dollars": 0.0,
           "fractional_n": 0.0,
           "fractional_weighted_n": 0.0,
           "share_of_replay_official_dollars": 0.0
         },
-        "explained_input_facts": {
+        "reproduced": {
           "dollars": 286410.88,
           "fractional_n": 0.833333,
           "fractional_weighted_n": 3299.582211,
@@ -230,13 +231,13 @@
         }
       },
       "other": {
-        "computation_side_upper_bound": {
+        "not_reproduced": {
           "dollars": 0.0,
           "fractional_n": 0.0,
           "fractional_weighted_n": 0.0,
           "share_of_replay_official_dollars": 0.0
         },
-        "explained_input_facts": {
+        "reproduced": {
           "dollars": 0.0,
           "fractional_n": 0.0,
           "fractional_weighted_n": 0.0,
@@ -244,13 +245,13 @@
         }
       },
       "unclassified": {
-        "computation_side_upper_bound": {
+        "not_reproduced": {
           "dollars": 0.0,
           "fractional_n": 0.0,
           "fractional_weighted_n": 0.0,
           "share_of_replay_official_dollars": 0.0
         },
-        "explained_input_facts": {
+        "reproduced": {
           "dollars": 0.0,
           "fractional_n": 0.0,
           "fractional_weighted_n": 0.0,
@@ -259,20 +260,20 @@
       }
     },
     "reference": {
-      "classification": "abs(engine_on_original - RAWBEN) <= 5; a miss is a computation-side upper bound, not a proven computation error",
+      "classification": "reproduced if abs(engine_on_original - RAWBEN) <= 5, else not_reproduced",
       "path": "paper/snapshot/labs/amterr/amterr_replay_results.json",
       "sha256": "3e214d2161269a8e5f1dad882aeec4dc0f7e35d957b6f836ea3170907b3368c6"
     },
     "slices": {
       "all_283": {
         "outcomes": {
-          "computation_side_upper_bound": {
+          "not_reproduced": {
             "dollars": 27739818.9,
             "n": 37,
             "share_of_slice_dollars": 0.279838033554,
             "weighted_n": 158746.939352
           },
-          "explained_input_facts": {
+          "reproduced": {
             "dollars": 71388303.72,
             "n": 246,
             "share_of_slice_dollars": 0.720161966446,
@@ -289,13 +290,13 @@
       },
       "official_above_threshold_97": {
         "outcomes": {
-          "computation_side_upper_bound": {
+          "not_reproduced": {
             "dollars": 25382650.26,
             "n": 21,
             "share_of_slice_dollars": 0.311996025994,
             "weighted_n": 88711.018341
           },
-          "explained_input_facts": {
+          "reproduced": {
             "dollars": 55973034.26,
             "n": 76,
             "share_of_slice_dollars": 0.688003974006,
@@ -312,13 +313,13 @@
       },
       "subthreshold_186": {
         "outcomes": {
-          "computation_side_upper_bound": {
+          "not_reproduced": {
             "dollars": 2357168.64,
             "n": 16,
             "share_of_slice_dollars": 0.13263057259,
             "weighted_n": 70035.921011
           },
-          "explained_input_facts": {
+          "reproduced": {
             "dollars": 15415269.46,
             "n": 170,
             "share_of_slice_dollars": 0.86736942741,
@@ -572,7 +573,7 @@
     "element_dollar_formula": "sum(HWGT * AMOUNTi) where E_FINDGi in {2,3,4} and AMOUNTi > 0",
     "generator": {
       "path": "analysis/cause_shares.py",
-      "sha256": "67b7748b9cf02f63d910b9750839582068da1419005d1c9b5cf6f76ea1443ac3"
+      "sha256": "3eed82ca7af9c50fdccd3a924194e8cd65e22409487d6f4d7d217304c163721a"
     },
     "input_sav": {
       "bytes": 62737439,
diff --git a/analysis/cause_shares.py b/analysis/cause_shares.py
index 6535401..68cd1aa 100644
--- a/analysis/cause_shares.py
+++ b/analysis/cause_shares.py
@@ -40,6 +40,11 @@
     Path(__file__).parents[1]
     / "paper/snapshot/labs/amterr/amterr_replay_results.json"
 )
+# A replayed case is "reproduced" when abs(engine_on_original - RAWBEN) <= 5.
+REPLAY_OUTCOMES = ("reproduced", "not_reproduced")
+REPLAY_TOLERANCE_DOLLARS = 5
+# The lab's July 2026 ANALYSIS.md, before its 2026-10-03 revision.
+PROSE_CLAIM_COMMIT = "755a7f3179e964dccdf6dc2f7266e7c4758a0141"
 
 SLOTS = tuple(error_model.FINDING_SLOTS)
 DETAIL_ROOTS = (
@@ -1023,13 +1028,22 @@ def colorado_replay_reconciliation(universe: pd.DataFrame) -> dict[str, Any]:
         raise ValueError("Replay HWGT does not match source SAV")
     if not joined["STATUS"].astype(int).eq(replay["status"].astype(int)).all():
         raise ValueError("Replay STATUS does not match source SAV")
+    engine_gap = (
+        pd.to_numeric(replay["engine_on_original"])
+        - pd.to_numeric(replay["rawben"])
+    ).abs()
+    if not replay["within5"].astype(bool).eq(
+        engine_gap.le(REPLAY_TOLERANCE_DOLLARS)
+    ).all():
+        raise ValueError("Replay within5 does not match its engine-RAWBEN gap")
 
     for column in replay.columns:
         if column not in joined:
             joined[column] = replay[column]
     joined["case_dollars"] = joined["HWGT"] * joined["AMTERR"]
+    reproduced, not_reproduced = REPLAY_OUTCOMES
     joined["engine_outcome"] = np.where(
-        joined["within5"], "explained_input_facts", "computation_side_upper_bound"
+        joined["within5"], reproduced, not_reproduced
     )
     joined["official_above_threshold"] = error_model.official_error_label(joined).eq(1)
     joined["cause_classes"] = joined.apply(_class_sets_for_row, axis=1)
@@ -1062,10 +1076,7 @@ def colorado_replay_reconciliation(universe: pd.DataFrame) -> dict[str, Any]:
                 outcome: _replay_metric(
                     part.loc[part["engine_outcome"].eq(outcome)], denominator
                 )
-                for outcome in (
-                    "explained_input_facts",
-                    "computation_side_upper_bound",
-                )
+                for outcome in REPLAY_OUTCOMES
             },
             "solver_engine_within5_concordant_n": int(
                 part["solver_within5"].eq(part["within5"]).sum()
@@ -1093,10 +1104,7 @@ def colorado_replay_reconciliation(universe: pd.DataFrame) -> dict[str, Any]:
     fractional_cross_tab: dict[str, Any] = {}
     for cause_class in CAUSE_CLASSES:
         fractional_cross_tab[cause_class] = {}
-        for outcome in (
-            "explained_input_facts",
-            "computation_side_upper_bound",
-        ):
+        for outcome in REPLAY_OUTCOMES:
             part = crosswalk.loc[
                 crosswalk["class"].eq(cause_class)
                 & crosswalk["outcome"].eq(outcome)
@@ -1119,10 +1127,7 @@ def colorado_replay_reconciliation(universe: pd.DataFrame) -> dict[str, Any]:
         ("qc_no_agency", False),
     ):
         binary_cross_tab[qc_label] = {}
-        for outcome in (
-            "explained_input_facts",
-            "computation_side_upper_bound",
-        ):
+        for outcome in REPLAY_OUTCOMES:
             part = official.loc[
                 official["qc_any_agency"].eq(qc_value)
                 & official["engine_outcome"].eq(outcome)
@@ -1135,7 +1140,7 @@ def colorado_replay_reconciliation(universe: pd.DataFrame) -> dict[str, Any]:
     all_replay_dollars = float(all_replay["case_dollars"].sum())
     broad_residual = all_replay.loc[
         all_replay["qc_broad_rules_engine"]
-        & all_replay["engine_outcome"].eq("computation_side_upper_bound")
+        & all_replay["engine_outcome"].eq(not_reproduced)
     ].copy()
     broad_residual["engine_gap_dollars"] = (
         (broad_residual["engine_on_original"] - broad_residual["rawben"]).abs()
@@ -1152,8 +1157,8 @@ def colorado_replay_reconciliation(universe: pd.DataFrame) -> dict[str, Any]:
             "path": str(REPLAY_PATH.relative_to(Path(__file__).parents[1])),
             "sha256": error_model._sha256(REPLAY_PATH),
             "classification": (
-                "abs(engine_on_original - RAWBEN) <= 5; a miss is a "
-                "computation-side upper bound, not a proven computation error"
+                "reproduced if abs(engine_on_original - RAWBEN) <= 5, "
+                "else not_reproduced"
             ),
         },
         "denominator_reconciliation": {
@@ -1176,9 +1181,16 @@ def colorado_replay_reconciliation(universe: pd.DataFrame) -> dict[str, Any]:
         "official_replay_any_agency_by_engine_outcome": binary_cross_tab,
         "committed_prose_discrepancy": {
             "claim_location": (
-                "paper/snapshot/labs/amterr/ANALYSIS.md:L62-L67"
+                "paper/snapshot/labs/amterr/ANALYSIS.md:L62-L67 at commit "
+                f"{PROSE_CLAIM_COMMIT}"
             ),
             "claim": "10 cases, $3.28M, 3.3%",
+            "claim_status": (
+                "Corrected in the lab's 2026-10-03 revision: ANALYSIS.md, "
+                "section 'The 10 broad-coded cases that do not reproduce', "
+                "reports that $3.28M does not reproduce, and claims_audit.json "
+                "case_level.broad_coded_misses lists the 10 cases."
+            ),
             "recomputed_broad_residual_n": len(broad_residual),
             "recomputed_hwgt_times_amterr_dollars": _rounded(
                 broad_residual["case_dollars"].sum(), 2
diff --git a/analysis/coding_consistency.json b/analysis/coding_consistency.json
index 6ec8815..2422a83 100644
--- a/analysis/coding_consistency.json
+++ b/analysis/coding_consistency.json
@@ -508,7 +508,7 @@
       "path": "~/.cache/axiom-oracles/snap-qc/historical/SHA256SUMS.txt",
       "sha256": "815d5ed796a206a242d649f3f598f3af6d413c25d980f23f31d209b4748f1559"
     },
-    "reference_artifact_sha256": "c5b16617b982ce6e00f70142652cd2bcc9fc145a33ad7fce341de84b8eff61bb"
+    "reference_artifact_sha256": "7f22148c65a10430ed154acdf9b4c408591636f49a2b92af26c0d89f480780b2"
   },
   "reference_conventions": {
     "broad_computing_apparatus": [
diff --git a/analysis/fixed_donor_decomposition_results.json b/analysis/fixed_donor_decomposition_results.json
index 2cd3039..c8d785f 100644
--- a/analysis/fixed_donor_decomposition_results.json
+++ b/analysis/fixed_donor_decomposition_results.json
@@ -586,16 +586,16 @@
     "byteorder": "little",
     "numpy": "2.5.1",
     "pandas": "2.3.3",
-    "platform": "macOS-26.5.1-arm64-arm-64bit-Mach-O",
+    "platform": "macOS-26.6.2-arm64-arm-64bit-Mach-O",
     "pyreadstat": "1.3.5",
     "python": "3.14.4"
   },
   "input_hashes": {
-    "cause_shares": "c5b16617b982ce6e00f70142652cd2bcc9fc145a33ad7fce341de84b8eff61bb",
-    "coding_consistency": "3b14f64cc8244811d46a90fc7e9bb9ef949cedc0ba5d941bd194ddfe291fdc14",
+    "cause_shares": "7f22148c65a10430ed154acdf9b4c408591636f49a2b92af26c0d89f480780b2",
+    "coding_consistency": "2f3ca071db94e7ae1fe0bb734531d875916a98e56038159d4d647b07b7b6effe",
     "decomposition_protocol": "ffbf63b17a9241e55952e86aed5e0cead8b51133fc123e620de3a59f5f3ee57c",
     "fixed_donor_protocol": "80dad3c0a3fb7400edc1720b02eaf3e8dd861fc1ea73a478c965595040a13ae7",
-    "joint_fit_results": "1913d7be24cc6a653856bfa148a24a01b2667dcf49f4337c52ce8e88d558b753",
+    "joint_fit_results": "58d3351aec6285a8efff24a1944b3f3b1c42720ae0b99148256013bf5910fa87",
     "parent_results": "6b8b927033058c550ba9b17c9d249ff6b64a16bb905470511f69a92825df743e",
     "raw_by_fiscal_year": {
       "2012": "90968f8f612507a88e1a4e7767f6bc55dba0cb7cffb61766b3de1827c81eb4c0",
diff --git a/analysis/interventions_results.json b/analysis/interventions_results.json
index 633d732..06431d3 100644
--- a/analysis/interventions_results.json
+++ b/analysis/interventions_results.json
@@ -9,12 +9,12 @@
     "single_draws": 10000
   },
   "input_hashes": {
-    "coding_consistency": "3b14f64cc8244811d46a90fc7e9bb9ef949cedc0ba5d941bd194ddfe291fdc14",
+    "coding_consistency": "2f3ca071db94e7ae1fe0bb734531d875916a98e56038159d4d647b07b7b6effe",
     "fy2024_sav": "ab6420fa359ab9bcc280a21b9ba7b11172c79c6f7a661718bc6e318f97723fbb",
     "fy2025_movement": "11faaf42081f7eca8676c28a7ed3741d26bcbb46eb6b63c40744fefad82cfd7c",
     "issuance_fy2024": "472d944ff48a993944eaa1de655d04cff6a2ded238c6b4267da680353d27c93f",
     "model_capture_results": "0574b7d1b7839c4f8954a87f5c1b23376892f4ec3b28eb39f9cb152d8f8a23aa",
-    "persistence_results": "e0c71ea292c6b04da2ab01fda521c594a81705a6b41d98e76c25cbe916b0788b"
+    "persistence_results": "bb7bfcf616cf9417154489e6bbdc684416b489aaed19bcffc1a49bce49085cb5"
   },
   "interpretation": "accounting construction: what happens to the measured rate if counted error dollars in this group fall by X, however achieved",
   "issuance_source": {
diff --git a/analysis/persistence_backtest_results.json b/analysis/persistence_backtest_results.json
index 5a9676f..ac0a0d7 100644
--- a/analysis/persistence_backtest_results.json
+++ b/analysis/persistence_backtest_results.json
@@ -1,7 +1,7 @@
 {
   "environment": {
     "numpy": "2.5.1",
-    "platform": "macOS-26.5.1-arm64-arm-64bit-Mach-O",
+    "platform": "macOS-26.6.2-arm64-arm-64bit-Mach-O",
     "python": "3.14.4",
     "seed": 20260817
   },
@@ -48,10 +48,10 @@
     }
   },
   "input_hashes": {
-    "coding_consistency": "3b14f64cc8244811d46a90fc7e9bb9ef949cedc0ba5d941bd194ddfe291fdc14",
+    "coding_consistency": "2f3ca071db94e7ae1fe0bb734531d875916a98e56038159d4d647b07b7b6effe",
     "fy2025_movement": "11faaf42081f7eca8676c28a7ed3741d26bcbb46eb6b63c40744fefad82cfd7c",
     "issuance_fy2024": "472d944ff48a993944eaa1de655d04cff6a2ded238c6b4267da680353d27c93f",
-    "persistence_results": "e0c71ea292c6b04da2ab01fda521c594a81705a6b41d98e76c25cbe916b0788b",
+    "persistence_results": "bb7bfcf616cf9417154489e6bbdc684416b489aaed19bcffc1a49bce49085cb5",
     "raw_by_fiscal_year": {
       "2012": "90968f8f612507a88e1a4e7767f6bc55dba0cb7cffb61766b3de1827c81eb4c0",
       "2013": "a2341cb547aed989ca64deb18f79095c0001266c61310f6aded1f0d45cbb4e22",
diff --git a/analysis/persistence_results.json b/analysis/persistence_results.json
index 608fe2e..52ca57a 100644
--- a/analysis/persistence_results.json
+++ b/analysis/persistence_results.json
@@ -2,7 +2,7 @@
   "environment": {
     "numpy": "2.5.1",
     "pandas": "2.3.3",
-    "platform": "macOS-26.5.1-arm64-arm-64bit-Mach-O",
+    "platform": "macOS-26.6.2-arm64-arm-64bit-Mach-O",
     "python": "3.14.4",
     "seed": 20260817
   },
@@ -2533,7 +2533,7 @@
     }
   },
   "input_hashes": {
-    "coding_consistency": "3b14f64cc8244811d46a90fc7e9bb9ef949cedc0ba5d941bd194ddfe291fdc14",
+    "coding_consistency": "2f3ca071db94e7ae1fe0bb734531d875916a98e56038159d4d647b07b7b6effe",
     "fy2025_movement": "11faaf42081f7eca8676c28a7ed3741d26bcbb46eb6b63c40744fefad82cfd7c",
     "raw_by_fiscal_year": {
       "2012": "90968f8f612507a88e1a4e7767f6bc55dba0cb7cffb61766b3de1827c81eb4c0",
diff --git a/analysis/uhip_decomposition_results.json b/analysis/uhip_decomposition_results.json
index 82afc3c..ec8405a 100644
--- a/analysis/uhip_decomposition_results.json
+++ b/analysis/uhip_decomposition_results.json
@@ -1032,7 +1032,7 @@
     "byteorder": "little",
     "numpy": "2.5.1",
     "pandas": "2.3.3",
-    "platform": "macOS-26.5.1-arm64-arm-64bit-Mach-O",
+    "platform": "macOS-26.6.2-arm64-arm-64bit-Mach-O",
     "pyreadstat": "1.3.5",
     "python": "3.14.4"
   },
@@ -1528,8 +1528,8 @@
     }
   },
   "input_hashes": {
-    "cause_shares": "c5b16617b982ce6e00f70142652cd2bcc9fc145a33ad7fce341de84b8eff61bb",
-    "coding_consistency": "3b14f64cc8244811d46a90fc7e9bb9ef949cedc0ba5d941bd194ddfe291fdc14",
+    "cause_shares": "7f22148c65a10430ed154acdf9b4c408591636f49a2b92af26c0d89f480780b2",
+    "coding_consistency": "2f3ca071db94e7ae1fe0bb734531d875916a98e56038159d4d647b07b7b6effe",
     "parent_protocol": "71d2cd6fd59213ae20284408878f987f0042f11954704838f971d31ae926cc03",
     "protocol": "ffbf63b17a9241e55952e86aed5e0cead8b51133fc123e620de3a59f5f3ee57c",
     "raw_by_fiscal_year": {
diff --git a/app/public/app.js b/app/public/app.js
index f620cbc..70006e5 100644
--- a/app/public/app.js
+++ b/app/public/app.js
@@ -7,7 +7,7 @@ const TIERS = [[6, 0], [8, 5], [10, 10], [Infinity, 15]];
 const TIER_LABELS = { 0: "0% share", 5: "5% share", 10: "10% share", 15: "15% share" };
 const TIER_VARS = { 0: "--tier-0", 5: "--tier-5", 10: "--tier-10", 15: "--tier-15" };
 const DRAWS = 4000;
-const ASSET_V = "20260820b"; // bump with index.html's app.js?v= on every deploy that changes any asset
+const ASSET_V = "20261003a"; // bump with index.html's app.js?v= on every deploy that changes any asset
 const SCEN_SCHEMA = "snap_qc_sim.model_scenarios.v1";
 const ENGINE_SCHEMA = "snap_qc_sim.engine_comparison.v1";
 const INTERVENTIONS_SCHEMA = "snap_qc_sim.interventions.v1";
@@ -26,7 +26,7 @@ const ADOPT_SCHEMA = "snap_qc_sim.engine_scenario.v1";
 // analysis/build_engine_scenario.py and locked by tests/test_engine_scenario.py;
 // the browser refuses a payload that does not hash to this pin.
 const ADOPT_DATA_SHA256 =
-  "7886710020f940beabc01110564384829ff4cb54b806ed1aee5bd9cac5f26b20";
+  "f64b9fd7408daabe0e5ffad8115ef658572b35e0bdd102deca860f4230e6c044";
 
 // 7 USC 2013(a)(2)(B)(iii): a year whose rate × 1.5 reaches 20% delays the
 // state's first billed year — FY 2025 crossing pushes the start to FY 2029,
diff --git a/app/public/engine_scenario_data.json b/app/public/engine_scenario_data.json
index e064160..1fdc16f 100644
--- a/app/public/engine_scenario_data.json
+++ b/app/public/engine_scenario_data.json
@@ -1 +1 @@
-{"accounting_note":"This is an accounting bound under recorded cause codes, not a causal estimate of errors a verified rules engine would prevent.","class_codes":{"broad":[10,17,19,20,21,22],"strict":[17,19,20]},"class_labels":{"broad":"Strict set plus policy misapplication, computer-user error, and incorrect budgeting","strict":"Programming, computer-generated mass change, or 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diff --git a/app/public/index.html b/app/public/index.html
index 6af48ea..f4720f9 100644
--- a/app/public/index.html
+++ b/app/public/index.html
@@ -236,6 +236,6 @@ <h2>All states at a glance</h2>
   </nav>
 </div></footer>
 
-<script type="module" src="app.js?v=20260820b"></script>
+<script type="module" src="app.js?v=20261003a"></script>
 </body>
 </html>
diff --git a/tests/test_cause_shares.py b/tests/test_cause_shares.py
index d872f8a..0a54cd4 100644
--- a/tests/test_cause_shares.py
+++ b/tests/test_cause_shares.py
@@ -1,15 +1,22 @@
 """Guards for the deterministic FY2024 cause-share artifact."""
 
+import hashlib
 import json
+import re
+import subprocess
 from pathlib import Path
 
 import numpy as np
 import pandas as pd
 import pytest
+from hypothesis import given
+from hypothesis import strategies as st
 
 from analysis import cause_shares
 from analysis import train_error_model as error_model
 
+LAB = Path(__file__).parents[1] / "paper/snapshot/labs/amterr"
+
 
 def _loader_fixture() -> pd.DataFrame:
     source = pd.DataFrame(
@@ -254,3 +261,226 @@ def test_committed_artifact_has_all_states_and_additive_national_partition():
             assert sum(
                 metric["dollars"] for metric in summary["classes"].values()
             ) == pytest.approx(summary["denominator"]["dollars"], abs=0.02)
+
+
+def _replay_reconciliation() -> dict:
+    artifact = json.loads(
+        Path("analysis/cause_shares.json").read_text(encoding="utf-8")
+    )
+    return artifact["colorado_replay_reconciliation"]
+
+
+def test_replay_outcomes_carry_only_the_documented_test():
+    replay = _replay_reconciliation()
+    labels = set(cause_shares.REPLAY_OUTCOMES)
+
+    assert labels == {"reproduced", "not_reproduced"}
+    assert replay["reference"]["classification"] == (
+        "reproduced if abs(engine_on_original - RAWBEN) <= 5, else not_reproduced"
+    )
+    for part in replay["slices"].values():
+        assert set(part["outcomes"]) == labels
+    for table in (
+        "official_replay_fractional_cause_by_engine_outcome",
+        "official_replay_any_agency_by_engine_outcome",
+    ):
+        for row in replay[table].values():
+            assert set(row) == labels
+    # The lab withdrew the reading that a miss bounds computation-side error.
+    text = json.dumps(replay).lower()
+    for withdrawn in ("upper bound", "upper_bound", "computation_side", "explained"):
+        assert withdrawn not in text
+
+
+def test_replay_within5_flag_is_the_documented_test():
+    """Every committed replay row's flag equals abs(engine - RAWBEN) <= 5."""
+    rows = json.loads(cause_shares.REPLAY_PATH.read_text(encoding="utf-8"))
+    tolerance = cause_shares.REPLAY_TOLERANCE_DOLLARS
+
+    assert len(rows) == 283
+    for row in rows:
+        engine, rawben = row["engine_on_original"], row["rawben"]
+        expected = (
+            engine is not None
+            and rawben is not None
+            and abs(engine - rawben) <= tolerance
+        )
+        assert row["within5"] is expected, row["case_id"]
+    assert _replay_reconciliation()["reference"]["sha256"] == hashlib.sha256(
+        cause_shares.REPLAY_PATH.read_bytes()
+    ).hexdigest()
+
+
+def test_replay_reconciliation_partitions_are_exact():
+    replay = _replay_reconciliation()
+    slices = replay["slices"]
+    outcomes = cause_shares.REPLAY_OUTCOMES
+
+    for part in slices.values():
+        total = part["total"]
+        metrics = [part["outcomes"][outcome] for outcome in outcomes]
+        assert sum(metric["n"] for metric in metrics) == total["n"]
+        assert sum(metric["dollars"] for metric in metrics) == pytest.approx(
+            total["dollars"], abs=0.02
+        )
+        assert sum(metric["weighted_n"] for metric in metrics) == pytest.approx(
+            total["weighted_n"], abs=2e-6
+        )
+        assert sum(
+            metric["share_of_slice_dollars"] for metric in metrics
+        ) == pytest.approx(1, abs=2e-12)
+
+    everything = slices["all_283"]
+    official = slices["official_above_threshold_97"]
+    subthreshold = slices["subthreshold_186"]
+    denominators = replay["denominator_reconciliation"]
+    assert everything["total"]["n"] == denominators["replay_all_n"] == 283
+    assert official["total"]["n"] == (
+        denominators["replay_official_above_threshold_n"]
+    ) == 97
+    for outcome in outcomes:
+        assert (
+            official["outcomes"][outcome]["n"]
+            + subthreshold["outcomes"][outcome]["n"]
+            == everything["outcomes"][outcome]["n"]
+        )
+        assert official["outcomes"][outcome]["dollars"] + subthreshold[
+            "outcomes"
+        ][outcome]["dollars"] == pytest.approx(
+            everything["outcomes"][outcome]["dollars"], abs=0.02
+        )
+
+    fractional = replay["official_replay_fractional_cause_by_engine_outcome"]
+    binary = replay["official_replay_any_agency_by_engine_outcome"]
+    for outcome in outcomes:
+        expected = official["outcomes"][outcome]
+        assert sum(
+            row[outcome]["fractional_n"] for row in fractional.values()
+        ) == pytest.approx(expected["n"], abs=1e-5)
+        assert sum(
+            row[outcome]["dollars"] for row in fractional.values()
+        ) == pytest.approx(expected["dollars"], abs=0.01 * len(fractional))
+        assert sum(row[outcome]["n"] for row in binary.values()) == expected["n"]
+        assert sum(
+            row[outcome]["dollars"] for row in binary.values()
+        ) == pytest.approx(expected["dollars"], abs=0.02)
+
+    residual = replay["committed_prose_discrepancy"]
+    assert residual["recomputed_broad_residual_n"] <= (
+        everything["outcomes"]["not_reproduced"]["n"]
+    )
+
+
+def test_replay_reconciliation_agrees_with_the_lab_claims_audit():
+    """Differential check of two implementations of the replay accounting.
+
+    cause_shares.py reads the FY2024 SAV; the lab's audit_claims.py reads the
+    May 2026 CSV posting, which carries the same HWGT.
+    """
+    replay = _replay_reconciliation()
+    audit = json.loads((LAB / "claims_audit.json").read_text(encoding="utf-8"))
+    case_level = audit["case_level"]["replay"]
+    may = audit["by_posting"]["may2026"]
+    everything = replay["slices"]["all_283"]
+    official = replay["slices"]["official_above_threshold_97"]
+
+    assert audit["conventions"]["reproduced"] == (
+        "abs(engine_on_original - RAWBEN) <= 5"
+    )
+    assert everything["total"]["n"] == case_level["n"] == may["replay"]["replayed"]["n"]
+    assert everything["total"]["dollars"] == pytest.approx(
+        may["replay"]["replayed"]["dollars"], abs=0.01
+    )
+    assert official["total"]["n"] == may["replay"]["replayed"]["above_threshold_n"]
+    assert (
+        everything["solver_engine_within5_concordant_n"]
+        == case_level["solver_and_engine_agree_n"]
+    )
+    for outcome in cause_shares.REPLAY_OUTCOMES:
+        ours = everything["outcomes"][outcome]
+        theirs = may["replay"][outcome]
+        assert ours["n"] == case_level[f"{outcome}_n"] == theirs["n"]
+        assert ours["dollars"] == pytest.approx(theirs["dollars"], abs=0.01)
+        assert official["outcomes"][outcome]["n"] == theirs["above_threshold_n"]
+
+    broad = may["class_by_replay_outcome"]["broad_10_17_19_20_21_22"]["all_errors"][
+        "not_reproduced"
+    ]
+    residual = replay["committed_prose_discrepancy"]
+    assert residual["recomputed_broad_residual_n"] == broad["n"] == (
+        audit["case_level"]["broad_coded_misses"]["n"]
+    )
+    assert residual["recomputed_hwgt_times_amterr_dollars"] == pytest.approx(
+        broad["dollars"], abs=0.01
+    )
+
+
+def test_prose_discrepancy_points_at_a_commit_and_the_lab_correction():
+    residual = _replay_reconciliation()["committed_prose_discrepancy"]
+    commit = cause_shares.PROSE_CLAIM_COMMIT
+
+    assert re.fullmatch(r"[0-9a-f]{40}", commit)
+    assert residual["claim_location"] == (
+        f"paper/snapshot/labs/amterr/ANALYSIS.md:L62-L67 at commit {commit}"
+    )
+    analysis = (LAB / "ANALYSIS.md").read_text(encoding="utf-8")
+    assert "### The 10 broad-coded cases that do not reproduce" in analysis
+    assert "The July text gave $3.28M (3.3%); that figure does not" in analysis
+    for figure in ("$4.47M", "$2.91M"):
+        assert figure in analysis
+
+
+def test_prose_discrepancy_lines_hold_the_claim_at_that_commit():
+    """Needs the commit in local history; shallow CI checkouts skip."""
+    revision = (
+        f"{cause_shares.PROSE_CLAIM_COMMIT}:paper/snapshot/labs/amterr/ANALYSIS.md"
+    )
+    try:
+        old = subprocess.run(
+            ["git", "show", revision],
+            capture_output=True,
+            check=True,
+            cwd=Path(__file__).parents[1],
+            text=True,
+        ).stdout
+    except (FileNotFoundError, subprocess.CalledProcessError):
+        pytest.skip("claim commit is not in local git history")
+    cited = "\n".join(old.splitlines()[61:67])
+
+    assert cited.startswith("- **10 of those 37 also carry QC's own")
+    assert "$3.28M/yr = 3.3% of replayed" in cited
+
+
+@given(
+    st.lists(
+        st.tuples(
+            st.floats(0.01, 1e5, allow_nan=False),
+            st.floats(0, 5e3, allow_nan=False),
+            st.booleans(),
+        ),
+        min_size=1,
+        max_size=40,
+    )
+)
+def test_replay_metric_is_additive_over_the_outcome_partition(rows):
+    frame = pd.DataFrame(rows, columns=["HWGT", "AMTERR", "within5"])
+    frame["case_dollars"] = frame["HWGT"] * frame["AMTERR"]
+    denominator = float(frame["case_dollars"].sum())
+    total = cause_shares._replay_metric(frame, denominator)
+    parts = [
+        cause_shares._replay_metric(frame.loc[frame["within5"].eq(flag)], denominator)
+        for flag in (True, False)
+    ]
+
+    assert sum(part["n"] for part in parts) == total["n"] == len(frame)
+    assert sum(part["dollars"] for part in parts) == pytest.approx(
+        total["dollars"], abs=0.011, rel=1e-12
+    )
+    assert sum(part["weighted_n"] for part in parts) == pytest.approx(
+        total["weighted_n"], abs=1.1e-6, rel=1e-12
+    )
+    if denominator > 0:
+        assert total["share_of_slice_dollars"] == 1.0
+        assert sum(
+            part["share_of_slice_dollars"] for part in parts
+        ) == pytest.approx(1, abs=2e-12)