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Add working paper with adversarial review archive - #11

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Aug 7, 2026
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Quarto manuscript (paper/index.qmd): the QC-as-oracle verification result with its precise scope, the three-layer error decomposition with the threshold split, the corrected model stack with validation failures reported, and the cost-share simulation findings — plus the complete adversarial apparatus: FACTS.md claim-to-artifact catalog, frozen evidence snapshots (per-case decomposition outputs, certification report, corrected simulation artifact with provenance), and all fourteen review reports across two rounds, archived unedited.

Rendered HTML+PDF published at /paper/ on the site; footer links it. Includes the main merge (corrected loader ancestry), README reproduction section, .python-version pin, and the committed figure generator.

🤖 Generated with Claude Code

MaxGhenis and others added 8 commits August 6, 2026 21:25
…hare simulation

Quarto manuscript (PolicyBench-style) with fact catalog mapping every
quantitative claim to a committed artifact, frozen evidence snapshot
(certification report, simulation results, decomposition classifications),
and references. Draft for adversarial referee review.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…vidence-structure and data-authenticity caveats

Independent auditor rebuilt the engine byte-identically and reproduced
FULL_RUN.json byte-identically; certification stands on reproduction.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Ten reports (4 code auditors, 6 referees; reproducibility pending):
certification independently reproduced byte-identically; JS draw path
proven bitwise-equal to Python; pipeline sound-with-fixes; app model
mode pulled pending statistical fixes; manuscript = major revisions
across ten themes (EDITORIAL.md).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
- Parity reframed: Minimodel chain on edited records, 6,081 of 6,194
  in-scope with exclusions tabulated; 'reviewer arithmetic' framing
  removed; cross-model character acknowledged
- Direction errors fixed: coverage is one-sided UNDER-coverage; SMD
  cross-section attribution corrected to actual cells
- Domain additions: PUF truncation of ineligible-case error, QC
  integrity history (FCA settlements), negative-case/underpayment
  asymmetries, no-dispute election, OBBBA 10103 heat-and-eat narrowing,
  mechanical delay-clause test, admin-match cut, bundle caveat on SMD
- Numbers from committed corrected artifact (official gate, CASE==1):
  boundary probabilities, audit deltas, 609M/1,310M bounds
- Neutrality rewrites; tables (verification, decomposition, validation,
  boundary); shrinkage formula; matched frozen pairs; both correlations;
  case-vs-dollar units; solo-author voice; disclosure statement;
  new citations (CC'21 French tax compiler, rearrangement, Kane-Staiger,
  Herd-Moynihan, CRS, FNS 310) with DOIs throughout
- Snapshot: per-case layer-1/3 outputs, reconstruction script (path made
  overridable), mc generator, corrected simulation artifact
- FACTS.md rows re-pointed to committed artifacts; stale values fixed

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…(PR #10)

Makes the manuscript's 'now corrected' and 'disabled' statements true of
the branch of record, per round-2 referees.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…, SSI-CAP taxonomy, figure, reproduction docs

- Decomposition rewritten around the 110/195 threshold split (round-2
  methodology): 78.4% of above-threshold official errors explained vs
  91.4% of sub-threshold deviations; abstract leads with the official-
  error figure; computation-side upper bound among official errors is
  21.6%; official-gate file rate 7.42% and sub-threshold dollar share
  (.5M of .6M) stated
- FCA sentence corrected to DOJ-verified figures: >M, eight states,
  2017-2021, cited to the releases and CRS R45147 (round-2 red-team;
  both prior transcriptions were wrong)
- Exclusion taxonomy corrected: all 113 are SSI-CAP standardized-benefit
  units (new error introduced by the prior revision, now fixed)
- Abstract: modifier placement, errata grammar, model-vs-simulator arc,
  file-recorded-intermediates scope clause
- Truncation-direction claim argued and softened with the countervailing
  stratification component named; delay threshold stated exactly
  (above 13.33%); LA/MI zero-event contrasts labeled; $44M; 83.64%;
  0.52 frozen correlation; byte-for-byte scope; oracle defined;
  ROC AUC expanded; conclusion self-assessment trimmed
- Colorado measured-rate figure added (committed generator, seed 11)
- README 'Reproducing the paper' section; .python-version pin;
  snapshot mc_tool.py gate corrected to match its artifact; provenance
  stanza for results_by_state_corrected.json; layer-3 national CSV
  committed; FACTS section H (round-2 verified system facts) and row
  corrections; DOJ/CRS bib entries; giannella commit pinned
- Merged main so the corrected loader and rebuilt data.json are
  ancestors of the manuscript commit

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
@MaxGhenis
MaxGhenis merged commit d98fb35 into main Aug 7, 2026
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