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)