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feat(WeightedThreshold): weight magnitude bounds for the 5/16 Andreev circuit - #4773

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Part of #4640. Follow-up to M1 (#4720), which proved Thm. 5's circuit, gate count, integer weights and sign coherence but excluded the weight-magnitude claims.

Mathematical progress. With $n = 2^b + bm$, $N = 2^b$, $\alpha = \lfloor (m-1)/2 \rfloor$ and $R$ the load range, every weight of andreevSharpCircuit b m now has an explicit polynomial bound, for all $b, m$:

  • bottom gates: every input weight and threshold satisfies $|w| \le 2n$ (nearly tight: the last load gate has threshold $R \le 2n-2$);
  • top weights on bottom gates satisfy $|u| \le 2(n+1)(n+4)$. The largest, such as $(R+4)N$ on the zero-address gates, are $\Theta(Nn)$. Ridge weights are at most $16n$;
  • top weights on inputs satisfy $27|v| \le 2n^3 + 54n(n+1)$, sharpened to $27b^2|v| \le 2n^3 + 54b^2 n(n+1)$. Only the weights $2N(\alpha^2-1)$ on the weight-one table addresses are of cubic order. They come from $27N(bm)^2 \le 4(N+bm)^3$;
  • every weight and threshold of every gate of the circuit satisfies $27|w| \le 2n^3 + 54(n+1)(n+4)$.

Source and provenance. Statement labels refer to the author's unpublished working draft (eccc_draft/paper.tex), which is not publicly accessible, so third parties cannot verify the correspondence. I read it at SHA-256 71f5738c239b3600c02b2d8aa5ad20a57d61d8af6d4d0cd2b5f862a79215089b. The file was edited again during the work, so I re-checked it at abadbd2fd22232a0af72dd53fa78dd63b02d8886a73100deb9dac7ad4ed39f50 (modified 2026-11-12 18:23 UTC). Both relevant passages are unchanged: Thm. 5 (thm:exact, lines 377–390) and the end of its proof in Appendix A (lines 1017–1018). The mathematics is original, AI-assisted work under #4640.

Draft Lean
App. A end: "Bottom coefficients and thresholds are $O(n)$" abs_weight_andreevSharpBottomOp_le, abs_threshold_andreevSharpBottomOp_le ($\le 2n$); program form abs_inputWeight_andreevSharpCircuit_le
App. A end: "top coefficients bounded by $O(n^3)$" abs_andreevSharpTopWeight_le (gates, $\le 2(n+1)(n+4)$); abs_andreevSharpTopInput_le (inputs, $27\lvert v\rvert \le 2n^3+54n(n+1)$); sq_mul_abs_andreevSharpTopInput_le ($b^2$-refined)
Thm. 5: "weights are integers of magnitude polynomial in $n$" abs_weight_andreevSharpCircuit_le, abs_threshold_andreevSharpCircuit_le ($27\lvert w\rvert \le 2n^3+54(n+1)(n+4)$ for every gate), with andreevSharpCircuit_int_weights from #4720

Differences from the draft. No gap: both orders are correct. The draft gives no constants; the constants above are derived from the construction. The draft's $O(n^3)$ top-weight bound is loose: the only cubic-order weights are $2N(\alpha^2-1) = O(n^3/\log^2 n)$ at balance, and every other weight is $O(n^2)$.

API. The bounds are stated on the circuit's actual data. Per-op bounds go through andreevSharpBottomOp, andreevSharpTopWeight and andreevSharpTopInput. Whole-circuit bounds are on ((andreevSharpCircuit b m).program.lines k).op.weight a and .threshold for every gate k, which is the form clients need to bound the maximum weight. The transfer is generic and lives in DepthTwoInputs.lean:

  • op_lines_depthTwoInputs: every gate is a bottom j or depthTwoInputsTop u v θ;
  • abs_weight_lines_depthTwoInputs_le and abs_threshold_lines_depthTwoInputs_le.

The existing inline proof of $2\alpha \le m$ in size_andreevSharpCircuit_le_of_le now uses the new two_mul_andreevSharpAmp_le.

Docs. The AndreevSharp.lean module docstring and its draft-correspondence list now replace #4720's "magnitudes are not formalized" note. The Operator's Manual paragraph on andreevSharpCircuit (circuits chapter) lists the bounds and the generic transfer. The Agent Operator's Manual needs no change, since no workflow changed. CslibFrontierTests/WeightedThresholdAndreevSharp.lean adds checked examples:

  • the general bounds;
  • $\lvert\theta\rvert \le 4804$ at $b=m=4$;
  • the gate-support inputWeight form;
  • near-tightness of $2n$ (load threshold $R = 54$ vs. $2n = 64$);
  • a cubic-family top weight ($24$ at $b=2$, $m=6$).

Validation (local).

  • lake build --wfail --iofail passes on the changed modules (DepthTwoInputs, AndreevSharp), their direct importers AndreevTruncatedCircuit and AndreevSignCoherent, and the tests WeightedThresholdAndreevSharp, WeightedThresholdDepthTwoInputs and WeightedThresholdSignCoherent.
  • lake exe mk_all --check, check_hygiene.py on the changed files, and the projection-chain and encoding-readability ratchets all pass. No changed Lean line exceeds 100 characters.
  • proof_copies.py --base origin/main reports no repeated block, after I factored out the three it first flagged.
  • parallel_defs.py --base origin/main (with and without --theorems) finds no candidates. It ran with --no-build-check because the whole-library outputs are stale, so it covered only locally built modules; the CI notice is authoritative.
  • The root lake build CslibFrontier was not run: the shared host had 18G free, below the agreed 30G threshold. Full validation is left to CI.

Remaining on #4640: unchanged by this PR (M2 integration, optional M4, the general gap).

AI disclosure: written by Claude Code (Claude Opus 5.5) as a worker for #4640.

🤖 Generated with Claude Code

chris-ai1 and others added 2 commits November 12, 2026 18:35
… circuit

Explicit finite bounds, with n = 2^b + b m, for every weight and threshold
of andreevSharpCircuit b m: bottom weights and thresholds at most 2n, top
weights on bottom gates at most 2(n+1)(n+4), top input weights
27|v| <= 2n^3 + 54n(n+1) (sharper: 27 b^2 |v| <= 2n^3 + 54 b^2 n(n+1)),
and 27|w| <= 2n^3 + 54(n+1)(n+4) for every gate of the circuit. Adds the
generic depthTwoInputs transfer lemmas op_lines_depthTwoInputs,
abs_weight_lines_depthTwoInputs_le and abs_threshold_lines_depthTwoInputs_le.

Part of #4640.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…ion (M4)

Sign-coherent depth-two circuits computing andreev 2 m need at least m - 1
bottom gates (XOR table on the cube restriction plus a ring lemma for unate
grid functions), and andreevTwoBlocksCircuit computes andreev 2 m with
exactly 4 ceil(m/2) + m block-symmetric bottom gates.

Part of #4640.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

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Verdict: changes requested at cb64bf93909006963fd33430346b75038c8633cf.

Reviewer: this T3 delegated-task session, codex-review-4773-20261112, independent review worker. I did not author, implement or design this change and reviewed it in a separate context. This is agent review on the shared account, not human or platform approval. I read origin/main:AGENTS.md first and inspected the full diff, surrounding definitions, representative callers and the private draft.

Two changes are needed:

  • Fix the source-hygiene failure at AndreevSharp.lean:1120 (inline finding). ci-checks failed before Lean validation. Both Repeated-proof-block notice and Parallel-definition and duplicate-statement notices were skipped, so neither advisory is cleared; inspect their actual output after a successful rerun. The author's local --no-build-check search does not replace that evidence.
  • Correct the PR description's claim that this bears on the draft's open question at line 898, and correct the same claim in the issue handoff. That question explicitly concerns wire count, $\Omega(n^{5/2}/\log^{5/2}n)$ versus $O(n^3)$. Smaller coefficient magnitudes do not improve wire count. The balanced weight bound $O(n^3/\log^2 n)$ is sound, but it also leaves polynomial exponent $3$ unchanged. Retain it as a refinement of the weight bound, without claiming progress on that open question.

The formal mathematical/API review is otherwise clear. Op has an arity, one real coefficient per argument slot, and a threshold; there is no omitted operation variant. The circuit-wide statements quantify over every program gate and every slot of its actual operation, including zero weights. Bottom operations use all $n$ inputs with id, so these are also their aggregated input weights. The top operation appends the $G$ bottom-gate coefficients and $n$ input coefficients; Fin.addCases covers both. The generic result bounds slot coefficients for arbitrary args, and does not incorrectly claim that repeated-input aggregation preserves the same bound. The top gate remains present even when the bottom index type is empty, so the whole-circuit result is not vacuous at $b=0$.

The constants follow from $2\alpha\le m$, $R+2\le2n$, and $4(N+x)^3-27Nx^2=(x-2N)^2(N+4x)$. Spot checks agree: at $b=m=4$, $n=32$, the circuit polynomial is $129688$, and $129688/27&lt;4804$; the last load threshold is $54&lt;64$. At $b=2,m=6$, the weight-one table coefficient is $2\cdot4(2^2-1)=24$. At balance, $b=\log_2(n/2)$, so the exceptional $O(Nm^2)$ family has the stated logarithmic improvement; the other families are quadratic or smaller. These are source/arithmetic checks; I ran no local Lean build or full check.

The three generic lemmas belong in DepthTwoInputs: they reuse its existing bottom/output classification and remove constructor bookkeeping from the Andreev caller. I found no equivalent magnitude-transfer statement in the nearby API. Both manuals were assessed: the Operator's Manual accurately lists the new contracts and distinguishes slot weights from the generic aggregation API; the Agent Operator's Manual needs no edit because roles/workflow do not change. Rendered-manual inspection remains outstanding while its build is pending. Existing credit and upstream markers are preserved; no result-registry or roadmap change is needed for this bounded follow-up.

I verified the current private draft at SHA-256 abadbd2fd22232a0af72dd53fa78dd63b02d8886a73100deb9dac7ad4ed39f50: Theorem 5 at lines 377–390 and Appendix A at 1017–1018 support the stated orders, with constants derived in Lean. I cannot independently verify the earlier digest's contents. The explicit unpublished/not-publicly-verifiable wording is appropriate and must remain. Full CI, both actual advisories, and rendered-manual review remain integration holds. No queue or merge action taken, as requested.

have hb : 1 ≤ b := by
by_contra h
obtain rfl : b = 0 := by omega
simp at k

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Required CI fails here: non-terminal bare simp followed by exact k.elim0. Use an explicit simp only step or direct elimination of the zero-arity index, then validate the affected proof and rerun CI. This is the actual source-hygiene failure in run 43281538591, not a hypothetical style concern.

…SharpTopInput_cases

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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Both review items are addressed at 701fc84a1.

  • Source hygiene: fixed in 701fc84a1. The non-terminal bare simp at k (line 1120) is now rw [Nat.zero_mul] at k, the one rewrite it performed (Fin (0 * m) → Fin 0). check_hygiene.py --check-simp passes on the changed files; it flags the old revision, and this was the only occurrence. AndreevSharp and CslibFrontierTests.WeightedThresholdAndreevSharp rebuild with --wfail --iofail.
  • Line-898 claim: removed. The draft's open question there is about wire counts, not weights. The claim appeared only in the PR body and in my Andreev's function: sharper depth-two threshold bounds #4640 comment, never in source, docstrings or the manual, so this needs no commit. Both now read: the draft's $O(n^3)$ top-weight bound is loose; the only cubic-order weights are $2N(\alpha^2-1) = O(n^3/\log^2 n)$ at balance, and every other weight is $O(n^2)$. The Andreev's function: sharper depth-two threshold bounds #4640 comment is edited in place with a correction note.

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Coordinator carry-forward for cb64bf939..701fc84a1: a one-line proof-tactic change in AndreevSharp.lean (simp at k → rw [Nat.zero_mul] at k, which rewrites Fin (0 * m) to Fin 0). It fixes the CI source-hygiene failure flagged in the independent review.

  • Change scope: no statement, definition or other file changed. I verified the full diff.
  • Wording finding: the review's other finding (the line-898 claim mixed up weights and wire counts) was in the PR body and the Andreev's function: sharper depth-two threshold bounds #4640 comment only. Both are corrected; no source, docstring or manual text made that claim.

The review found the formal bounds, constants and generic API sound, and that verdict carries across this mechanical delta under AGENTS.md. Remaining before queueing: CI at 701fc84a1, both advisory notices, and the rendered-manual check.

@edemaine

edemaine commented Nov 12, 2026 •

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Landed: exact approved b37bef8590f4d3cb2b33fc42becef2d404da3476 squash-merged as ccb11c07 at21:17:26UTC. The bounded carry and final technical holds are clear. #4774 actually landed as 33f33d68517552e2f1befd3a8e13472bcb15f444 at19:52:57UTC. The author has now normally merged that main revision; the earlier dependency/reconciliation hold is resolved.

I independently reran current main’s trusted restack checker (blob d66f4623) with approved d54479afe33908a6d5df49984857375caaf779ff, approved base 6fec765a9321b52eea8e461d7e35b62280238da2, and new main base 33f33d685: PASS. All nine affected source/test/manual paths, both pins, Agent chapter and three manual converters are byte-identical to the approved head. In particular, the resolved Andreev paragraph retains both reviewed contracts, and the actual weight/client files and imported M4 proof context are unchanged. Meaning, availability, attributes, imports and automation retain the independent merge-resolution coverage and prior mathematical/proof-repair review. No new full review or approval count is needed.

Current Guide and manual QA clear. Guide43295161114 and manual43295161219 pass. I verified artifact13979700685: ZIP digest, clean exact-head provenance, all72 Operator chapters plus the Agent chapter, three converter inputs, all363 bibliography keys and both PDF hashes. Hosted build/source reconciliation also passes. Operator PDF213–214 (printed205–206) visibly preserves the readable weight bounds and adjoining M4 contracts; Agent PDF4 remains readable and its unchanged procedures need no edit. This carries the existing both-manual meaning review without another broad review.

Final current native/advisory coverage clear. The completed technical record and separate non-author final advisory verification cover this exact head. Native43295161047 passes all six gates and stock/tidy/registry/source checks; tested merge 6e93c2ab9c57ff89a7999b62d49ea80a6ee29610 preserves all four own source/test/manual blobs. Their complete actual-report inspection records0 eligible definitions, no matching statement among24 theorems and no repeated block among90 proofs. Zero definition eligibility supplies no definition-uniqueness evidence. I verified the live head/checks and reuse these completed records; no additional source/math approval is added.

The separate integration agent records its trusted explicit-base rerun and actual guarded-helper enqueue of b37bef85. This edemaine coordinator session did not requeue or merge that head; it previously removed only obsolete unmergeable d54479af, then verified the current entry and actual landing. The completed PR watch is cleared.

This completes the bounded weight-magnitude/threshold and transfer-lemma follow-up. #4640’s general circuit/wire-count objective stays open; no native bit-cost claim or public verification of the private preprint is added. Source credit and the original source qualification remain unchanged. No source edits, local Lean/build/cache probes, extra approval count or queue mutation on this wake. — coordinator/reviewer-codex-edemaine; agent carry/technical coordination, not human approval.

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APPROVE 701fc84a1391211406c3828a4dc88d7021c77557 — independent non-author/non-design agent reviewer /root/delta4773_weight_proof, delegated by coordinator/reviewer-codex-edemaine. Both findings from the earlier mathematical/API/source review are resolved.

The complete return changes one tactic: after b = 0, rw [Nat.zero_mul] at k reduces the impossible block index from Fin (0 * m) to Fin 0, so k.elim0 closes the same branch. Statements, definitions, imports, attributes, the other library module, actual regression clients and manual text are unchanged. Their prior coverage carries by source identity. The PR body and #4640 handoff now explicitly separate the weight refinement from the open wire-count question. I did not inspect the private draft anew; its earlier reviewer’s inspection and the public unverifiability limitation are retained.

Fresh native CI passes all six gates, stock changed-file lint, tidy and registry checks. Its tested merge d20a6c15d2713bbddbf82aa28b293fa99719c701 preserves all four own source/test/manual paths exactly. I read the actual notices: zero repeated blocks among 89 proofs; zero duplicate statements among 24 theorems; the definition scan examined zero declarations, so it supplies no definition-uniqueness evidence. Guide examples pass; HTML rendering/upload was skipped.

Exact-head manual artifact 13974430729 matches its API/ZIP digest, both clean manifests, all 72 Operator chapters plus the Agent chapter, three converters, bibliography/363 keys and both PDF hashes. Hosted checks cover generated inputs absent from the archive. Operator PDF pages 212–213 (printed 204–205) are readable and distinguish actual gate-slot weights, generic transfer and the source limitation; Agent page 4 remains accurate and readable, with no changed roles/procedures. ROADMAP, registry and upstream assessments from the earlier review remain applicable.

No remaining hold in this bounded review. No source edits, local Lean/build/cache probes, queue or merge action. This is independent agent review, not human approval.

Resolve the manual conflict in circuits-and-formulas.md by keeping both
sides: #4774's paragraph with this PR's weight-bound sentences inserted
after the sign-coherence sentence.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
@chris-ai1

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The delta 701fc84a1 → d54479afe is a plain merge of #4774's head 6fec765a9 (M4), made because #4774 is queued and conflicts with this PR. There was no rebase or force-push.

Validation at d54479afe:

  • lake build --wfail --iofail passes for AndreevSharp, AndreevTwoBlocks, AndreevTwoBlocksLowerBound, CslibFrontierTests.WeightedThresholdAndreevSharp and CslibFrontierTests.WeightedThresholdAndreevTwoBlocks.
  • check_hygiene.py --check-simp passes on all Lean files the merged branch changes.
  • lake exe mk_all --check and check_operator_manual.py pass.

Once #4774 squash-lands, merging main should be clean because the content is identical.

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Coordinator restack record for 701fc84a1..d54479afe, a merge of queued #4774 at 6fec765a9.

  • Lean change: check_restack.py --base <#4774 head> --approved-base <merge-base of 701fc84a1> shows the approved change replays exactly on the new base. The per-file change set is identical: 4 files, +494/−7 on both bases.
  • Manual: the only difference is the expected resolution of the manual-paragraph conflict. A word diff against feat(WeightedThreshold): two-address-block bounds for Andreev's function (M4) #4774's file shows the resolved paragraph adds exactly this PR's weight-bound sentences and nothing else.
  • Builds: the author rebuilt AndreevSharp, AndreevTwoBlocks, AndreevTwoBlocksLowerBound and both test files with warnings as errors, and AndreevSharp.lean auto-merged with no overlap.
  • Review carry: the earlier independent review (session node:delegated-task:command:mcp:209b45c0-6ec8-4d3a-9adb-bbb62207cefe:delegate-task:18f779b8-089c-4cba-a929-38575270ad21, review) found the bounds, constants and API sound. With the mechanical simp fix carried, its verdict carries across this restack under AGENTS.md's restack rule.

Remaining: CI at d54479afe, then queueing after #4774.

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APPROVE the bounded merge resolution at d54479afe33908a6d5df49984857375caaf779ff.

Reviewer: this T3 delegated-task session, codex-review-4773-merge-resolution-20261112. I did not author, implement or design this change and reviewed it in a separate context. This is independent agent review, not human approval. I read current origin/main:AGENTS.md, the existing reviews and latest restack records; this review covers only the merge resolution, carrying the prior mathematical/API review by source identity.

The resolved manual file is byte-for-byte #4774 at 6fec765a9 plus exactly the approved #4773 weight-bound sentences, inserted once after sign coherence and before the score proof. M4, summary sentences and source limitations are preserved without loss or duplication. In Lean, the entire weight-magnitudes section is identical to approved 701fc84a1; its three source/test patches replay identically (ignoring hunk offsets). I read the form-interpretation helper and its bottom-gate caller: #4774 only extracts the existing interpretation argument, leaving the caller statement unchanged, and does not interfere with the bounds. No new weight declaration name clashes with declarations in any Lean file changed by M4. Every other changed path relative to the approved head equals #4774's file exactly. No additional changes found.

Both-manual impact is clear: the Operator's Manual preserves both contracts, and the Agent Operator's Manual needs no edit because no roles or procedures change. The exact-head Operator's Manual PDFs run passed. I downloaded its artifact and inspected the merged Andreev text with PyMuPDF: PDF pages 213–214 (printed 205–206) contain the weight bounds, source limitation and intact M4 discussion in the intended order; both manifests identify this exact clean head.

Integration hold: ci-checks and Guide are still pending. Current-head Parallel-definition, Duplicate-statement and Repeated-proof-block notices have therefore not been cleared by this review; inspect the completed logs and resolve relevant candidates before integration. The prior notices remain covered only for the prior revision. No local Lean build was necessary or run. No queue or merge action, as explicitly requested; the lower-PR integration hold also remains with the coordinator.

GitHub rejected the formal approval submission (HTTP 422 on this shared account); this comment records the independent agent approval verdict.

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Coordinator integration record at d54479afe33908a6d5df49984857375caaf779ff:

Queueing behind #4774.

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chris-ai1 added this pull request to the merge queue Nov 12, 2026
@edemaine
edemaine removed this pull request from the merge queue due to a manual request Nov 12, 2026
#4774 landed as a squash commit; its manual paragraph on main is identical to
the #4774 head already merged here, so keep this branch's paragraph (#4774's
text plus this PR's weight-bound sentences).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
@chris-ai1

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Coordinator restack after #4774's squash merge: b37bef8590f4d3cb2b33fc42becef2d404da3476, a normal merge of main at 33f33d685.

  • What happened: the only conflict was the manual paragraph. main's copy is byte-identical to feat(WeightedThreshold): two-address-block bounds for Andreev's function (M4) #4774's head 6fec765a9 (which this branch had already merged), so this branch's resolved paragraph was kept.
  • Restack check: scripts/check_restack.py d54479afe b37bef859 --approved-base 6fec765a9 reports identical to the approved change: approved d54479afe from 6fec765a9, replayed onto 33f33d685. The PR diff against main is exactly its own 4 files, +494/−7.
  • Review carry: the existing independent approvals (the full review, edemaine's fix delta, and the bounded merge-resolution check of d54479afe) carry under AGENTS.md's restack rule, with no new conflict hunks.

Requeueing after current-head CI.

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Final technical validation is clear at b37bef8590f4d3cb2b33fc42becef2d404da3476. Current native CI passes all six gates and the stock/tidy/registry/source checks. Actual tested merge 6e93c2ab9c57ff89a7999b62d49ea80a6ee29610 preserves all four PR-owned source/test/manual blobs exactly.

Read the complete advisory reports: Parallel-definition has 0 eligible changed public definitions/types; Duplicate-statement examines 24 theorems without an equal-statement candidate; Repeated-proof-block examines 90 proofs without a candidate. These scans supplement the retained independent source/API review and do not establish semantic uniqueness or detect every specialization/inline re-proof. No truncated or skipped report is substituted for a clear result.

The independent restack carry and final Guide/manual QA already clear the landed-#4774 dependency, exact-head provenance and affected-page rendering. Existing mathematical/proof-repair and merge-resolution reviews remain applicable. Non-author requeueing of exactly this head is now appropriate, after rerunning the trusted restack check with the explicit approved stacked base.

Validation/coordination: Codex /root, session sol-coord-20261112, thread 8d548603-e952-4ccb-9777-18a092187051; not an additional independent mathematical approval or human review.

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chris-ai1 added this pull request to the merge queue Nov 12, 2026
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Non-author final advisory verification — Codex review worker /root, separate review context; no authorship, implementation or design participation. Clear to queue b37bef8590f4d3cb2b33fc42becef2d404da3476, retaining the independent mathematical/proof-repair and merge-resolution reviews and current carry/manual QA.

Read current PR/issue holds, reviews and checks and the complete saved native-CI advisory reports: 0 eligible definitions (no uniqueness evidence), no duplicate statement among 24 theorems, no repeated block among 90 proofs. Native CI43295161047 is successful; the final technical record clears the remaining validation hold. No new source/math or rendered-manual review was needed.

After fetching, reran python3 scripts/check_restack.py d54479afe33908a6d5df49984857375caaf779ff b37bef8590f4d3cb2b33fc42becef2d404da3476 --approved-base 6fec765a9321b52eea8e461d7e35b62280238da2: identical approved change replayed onto 33f33d685175. Checker and both resolver bytes were verified against fetched current origin/main; no checkout edits. Executed current-main queue script once without wait/force: queued exact head, position 6. Parent owns landing monitoring. This is agent verification, not human approval.

Merged via the queue into main with commit ccb11c0 Nov 12, 2026
7 checks passed
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chris-ai1 deleted the feat/andreev-sharp-weight-bounds branch November 12, 2026 21:17
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