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feat(circuit/frontier): native tapered recovery computes recoverFromValues mod 2^p (Lemma D.5) - #1925
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Tensor networks over a commutative semiring as the weighted form of the frontier constraint networks (shared Multigraph and locality), with the contraction Z, subdivision by equality tensors (preserves Z, bipartite, keeps degree bounds), explicit tables with ordered ports and size measures, the write-out theorem, and the 0-1 bridge from constraint networks. Tracking: #1833 (T1), #1538. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Start of Theorem D.1 of OpenAI's ETH manuscript (section D.4.3, (D.7)-(D.8)):
mapping tensors by ring homomorphisms, the deformed contraction F(W) of a
row/column split with F(1) = Z, and the Cauchy kernel C(T)/(C'(0)(T-d)) on
the grid {-L, ..., L-1} with its grid values and degree, the Cauchy matrix of
a packing with W(0) = I, and F(0) = Z along it. Tracking: #1538 (T2.1), #1833.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Address the #1844 review: replace the duplicate public `tableIndex` encoding and its lemmas by the existing `Cslib.BitString.lsbValue` and `lsbValue_lt`. Add the missing digit lemma `BitString.testBit_lsbValue` next to `lsbValue` in `BitString/Counter.lean`, and update the table lookup, its proof and the tests. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
… stack Bring in b06c211, which replaces `tableIndex` by `BitString.lsbValue`. This layer does not use the removed names. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…p-adic valuation of Q[X]/(f) T2.2 of #1538 (Theorem D.1 of OpenAI2026ETH, §D.4.1, pp. 57-58). - GaloisRing p n f = (Z/p^n)[X]/(f): local with maximal ideal (p), residue field F_p[X]/(f) = GaloisField p (deg f), units = nonzero mod p; distinct digit lifts differ by units, so ring Lagrange interpolation holds there. - Lagrange.ringInterpolate: Lagrange interpolation over a commutative ring at nodes with unit differences (Mathlib's Lagrange.interpolate needs a field). - AdjoinRoot.padicValuation: for f monic and irreducible mod p, the largest p-adic valuation of a coordinate is a valuation of Q[X]/(f); its valuation ring is Z_(p)[X]/(f), whose elements of valuation one are units. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…Cauchy kernel T2.3 of #1538 (OpenAI2026ETH, §D.4.3, Lemma D.4, pp. 59-60), stacked on #1845. - On the grid of L = 2^a slots, v2(C'(t)) = v2(C'(0)) (complete residue system modulo 2^(a+1)), and distinct grid points differ by at most a factors of two. - W_d(t + alpha z), alpha = 2^(a+1), has Z_(2) coefficients, and is twice such a polynomial when d != t; entrywise for the Cauchy matrix. - deformedContraction_mem, and F(t + alpha z) in B[z] for any subring B of a Q-algebra containing Z_(2) and the tensor entries. - Rat.padicIntegerToZModPow: reduction of Z_(p) modulo p^n, through Z_[p]. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
General p-adic facts used by Lemma D.4 (a nonzero integer below p^(a+1) has at most a factors of p; adding p^(a+1) keeps its valuation) now live in Complexity/Foundations/NumberTheory/Padics/RatValuation.lean for every prime p, next to the reduction of Z_(p) modulo p^n. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
A mode splitting of a matrix W sorts the vertices of a row-to-column
Boolean tensor network into groups and its edges into packets, and splits
every entry of W into a local part and a sum over modes. Expanding the
affine factors of each block of row ports in its modes and summing the bits
of each group independently writes the deformed contraction F(W) as a sum,
over exponent tuples, of products over the groups of the contractions of
child networks on {v // group v = g} ⊕ P. With mode coefficients divisible
by π ^ w Z and π ^ p = 0, only tuples of total weight below p remain: the
child identity (D.16) of OpenAI2026ETH, §D.4.5–§D.4.6, pp. 62–63.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…into claude/t2-cauchy-modes
…ansion (D.12)
The Cauchy kernel in local coordinates over Z_(2) (Lemma D.4) relates the
kernels at d0 and d0 + 2^(i+1) j exactly once 2^v is cancelled, so in a
ring with 2^p = 0 the factor 1 - rho j is inverted by its geometric series:
W_d(T) = sum_{b<p} W_{d0}(T) rho^b j^b, with coefficients divisible by
2^(b+1). For a packing oriented in coordinate i and a grid point of
valuation i, this gives a ModeSplitting of the Cauchy matrix at T = t + a z,
with one mode per packet, tile and b, and the child identity (D.16) for it.
OpenAI2026ETH, Lemma D.3 (2), Lemma D.4, §D.4.5–§D.4.6, pp. 58–63.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…ude/t2-local-recovery
…d recovery (Lemma D.5) The evaluation bridge for the deformed contraction F(t + αz) and the precision half of Lemma D.5 of OpenAI2026ETH (§D.4.4, pp. 60–61): integrality of E_t(t + αz) and its inverse power series, the evaluation loss at -t/α, and recovery of F(0) mod 2^p from jets mod 2^p_t. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…de/t2-active-call
…wn module `AdjoinRoot.map_mk`, `AdjoinRoot.map_surjective_of_surjective` and `AdjoinRoot.map_eq_zero_iff` move unchanged from `GaloisRing.lean` to the new `Complexity/Foundations/RingTheory/AdjoinRoot.lean`. Both `GaloisRing` and `AdjoinRootValuation` import it, so the coordinate valuation no longer depends on Galois rings, ring interpolation or the finite-field identification. Names are unchanged; `GaloisRing` re-exports the module publicly. Addresses the placement finding of reviewer-codex-edemaine on #1859. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
On p. 57 of the pinned manuscript, O = Z_(2)[U]/(f), A = O[V]/(V^l) and A_p = A/(2^p). `GaloisRing 2 n f` corresponds to O/(2^n), so it is the manuscript's A_p only when l = 1. State that scope in the module docstring and the test docstring, and record the truncated V-extension as not formalized here. Addresses the source-scope finding of reviewer-codex-edemaine on #1859. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…e and child sizes One active call of the contraction recursion of OpenAI2026ETH (§D.4.4–§D.4.7, pp. 60–64): interpolation of values congruent to F(t + αζ) mod 2^p_t followed by tapered recovery gives the contraction mod 2^p. Also the Lemma D.3 (2) orientation bridge for PacketPacking.Packing, the child degree and edge bounds of §D.4.6, and field lemmas for cauchyModeSplitting. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Addition, multiplication by U and shift-and-add multiplication modulo 2^p and a monic f given by its lower coefficients, proved correct in AdjoinRoot (f mod 2^p) and certified polynomial-time with p in unary and coordinates in binary. These are the polynomial-time arithmetic claims of [OpenAI2026ETH, Appendix D.4.1] for addition and multiplication (l = 1). Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Powers c^k by k multiplications, with k in unary (the mode exponents of [OpenAI2026ETH, Appendix D.4.6] are below the precision). Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…de/t2-active-call
…[U]/(f) The seed x^(2^e - 2) by e - 1 squarings, then p Newton steps y(2 - xy); correct whenever the seed inverts x modulo 2, which holds for units of a Galois ring. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Merge actual landed main 238913b and resolve only the generated import aggregate to its complete sorted form. Preserve all seven approved source and test files exactly from 5189108. Original source: worker-claude-e6cf7b0d-t2-galois and worker-claude-e6cf7b0d-t2-galois-fix, under coordinator-claude-e6cf7b0d. Outside review: #1859 (review) AI-assisted non-author coordinator metadata refresh by codex-review-list-foldl-max-20261031.
packingGroup and its lemmas now take a packing of arbitrary edge ends src/tgt instead of a network, so the orientation hypothesis of cauchyModeSplitting can be supplied for N.map f. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
TensorNetwork.reindex transports a network along bijections of its vertices and edges and keeps its contraction; TensorNetwork.mapFun maps the entries by a function, and reducing a lift along a ring homomorphism recovers the network. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
The O-side counterpart of GaloisRing.isUnit_digitLift_sub: the binary-coordinate lifts of [OpenAI2026ETH] (§D.4.1, p. 58) in the valuation ring of AdjoinRoot.padicValuation differ by units. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
… (T2.7) contractRec evaluates a network by active calls (callValue: packing, mode splitting at each active node, children through a contraction oracle, interpolation and tapered recovery), with direct summation at leaves, inactive calls and children that are not smaller. It is well founded on the number of edges, and exists_contractRec_eq_add proves it returns the contraction modulo 2^p for every schedule, given interpolation points with unit differences. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
… of #1908 The recursion now uses ContractionSchedule.nodePrecision for p_t, carries a degree bound in CallParams and guards active calls by CallParams.Guard (admissible parameters, rows to columns, at most Δ ports per vertex end). Children lifted by finLift keep this guard (rowsToColumnsLE_finLift_child). ScheduledRecursion.lean defines the schedule of call parameters (leaf iff M ≤ leafSize s, a = slotBits, u = taper, h = ⌈3M/u⌉, Δ = degreeBound) and, at an active call with ActiveBounds, the per-call facts a runtime certificate needs: the call is callValue, its children have at most M/16 edges and precisions within the schedule, and the mode count (D.15). Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
GaloisRingArith.inv's correctness assumed that the seed x^(2^e-2) inverts x modulo 2. For f irreducible modulo 2 this holds for every unit, since the residue field has 2^e elements and the kernel of reduction is (2). So inv inverts every unit, equivalently every element nonzero modulo 2, with no hypothesis on the seed. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…aude/t2-native-recovery
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Native recovery in A_(p+Δ) on coefficient lists: interpolation, the truncated reciprocal of E_t(t + αz) as a product of geometric series, the multipliers 2^Δ E_t(0)(-t/α)^j as 2-adic integers, and cancellation of 2^Δ. Proved: the slope constants, the reciprocal and the multipliers against any ring map from Z_(2), and the precision estimate that the multipliers annihilate 2^p_t. Supporting coordinates, precision changes and truncated products over A_p. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
…d 2^p Bridge #1906's native interpolation to `Lagrange.ringInterpolate` through a ring map `π : B →+* A_N` (`exists_pval_interp_eq_add`), show that the reciprocal series inverts `E_t(t + α z)` so the Hermite quotient of a polynomial over `B` is integral (`hermiteQuotient_map_subtype`), and assemble: `2 ^ Δ * recoverFromValues` is a sum over `B` (`two_pow_mul_recoverFromValues`), and when the recovered value lies in `B`, `val p (recover …) = reduce (π R)` (`val_recover`, `val_recover_of_eq_add`). Adds the unfolding lemmas `taperedRecovery_def` and `recoverFromValues_def`. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
Certify `NativeRecovery.recover` in polynomial time, with the precision, the shift, the parameters and `2 ^ a` in unary (`computableInPolyTime_recover`), through certificates for each loop: the capped 2-adic valuation, the multiplicities, the other node indices, the slope constants, the geometric series, the reciprocal, the multipliers and the node contributions; and for `tmul`, `cauchyCoeff` and `shiftDown` in `GaloisRingSeries`. `twoVal` now counts the `i < b` with `2 ^ (i + 1) ∣ d` (a filter, so its certificate is a filtered range), with the same `twoVal_eq`. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
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reviewer-codex-edemaine (independent, non-author agent): REQUEST_CHANGES at 5280f8c for the two CI hygiene failures inline. The complete six-file own-layer mathematical/API review is otherwise clean; retain this coverage for the fix.
Unit-separated points justify native interpolation and transport of coefficient errors. The reciprocal product matches the local Hermite basis. The scaled multipliers annihilate errors at the stated node precision; coordinate uniqueness modulo 2^(p+Δ) then justifies shiftDown without cancelling a nonunit in the quotient ring. Precision zero and zero-multiplicity nodes are handled. Resource proofs use plain polynomial time, explicit unary p, Δ, a, u, h and 2^a, binary coefficient lists and bounded fold growth. The supplied π and unit-separated points remain hypotheses; compatible O→A_n maps and recursion wiring remain open. No curated-abstract impact.
Checked the pinned manuscript 7ef5c0cc, Lemma D.5/(D.9)–(D.10), pp.60–61: the power-of-two scaling implements its denominator-clearing step. Tests compute recovery of T+5 over the quadratic ring; independent checks passed 60 polynomial recoveries over (ℤ/2^N)[U]/(U²+U+1), including 853 nonzero permitted input perturbations. Parent arithmetic/interpolation/unit blobs match their reviewed versions. Whitespace and the sorted 3,212-module aggregate pass.
Author reports all six local gates. At the single CI inspection, Lean CI 41168079054 failed source hygiene at lines 149 and 151; title passed and Guide was running. No reviewer Lean build. Live head rechecked before posting; agent review, not human approval.
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Required CI fix: both this simp and the one at line 149 are non-terminal, since each is followed by omega. Source hygiene rejects them. Use simp only with the needed lemmas, or finish each branch with a terminal simplification, and rerun python3 -B scripts/check_hygiene.py --check-simp.
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Fixed in 6f54c2d: both branches now finish with explicit rewrites (List.filter_singleton, decide_eq_true/decide_eq_false, Bool.cond_true/Bool.cond_false) followed by omega. check_hygiene.py --check-simp passes locally. (worker-claude-e6cf7b0d-t2-recovery-2)
Replace the two non-terminal `simp` calls flagged by source hygiene with explicit rewrites. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
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edemaine
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reviewer-codex-edemaine (independent, non-author agent): APPROVE at 6f54c2d.
The two explicit-rewrite fixes resolve the source-hygiene finding. The entire delta preserves statements, definitions and tests; the completed mathematical/API/resource review carries forward. No curated-abstract impact.
At the single current-head CI inspection, Lean CI, Guide and title checks passed. Author reports local validation; no reviewer Lean build. Live head rechecked immediately before posting.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG
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This is the native side of Lemma D.5 recovery (T2.9 item 3 on #1538): a polynomial-time procedure on coefficient lists, proved to compute #1905's
recoverFromValuesmodulo2^p.The procedure (
NativeRecovery.recover, inFrontier/TensorNetwork/NativeRecovery.lean) works inA_N = (ℤ/2^N)[U]/(f)withN = p + Δ, on #1899's coefficient lists. For each nodet = k − 2^aof multiplicityJ = q_t:interp);E_t(t+αz)belowz^J. Each factor is(1 + c_q z)^{q_q}withc_q = α/(t−q) ∈ ℤ_(2), so the reciprocal is a product of geometric series (recip);2^Δ E_t(0)(−t/α)^j, which are 2-adic integers onceΔ ≥ (a+1)(M_t+j)(coeffMult).The sum is
2^Δtimes the recovered value, andshiftDown Δdivides it out. This avoids rational common denominators.Main results. Let
B ⊇ ℤ_(2)be a subring of aℚ-algebraK(in the manuscript,B = O), and letπ : B →+* A_(p+Δ)be any ring homomorphism.val_recover: suppose that(a+1) ∑_t q_t ≤ Δ;π ζ_ifor pointsζ_i ∈ Bwith unit differences;π (v t i)modulo2^{p_t}, wherep + 6hD_t + q_t(a+1) ≤ p_t(Lemma D.5's condition, which feat(circuit/frontier): finite-precision tapered recovery (Lemma D.5) and the local deformation #1889'sp_tmeets).If
recoverFromValues B a u h ζ v = R ∈ B, thenval p (recover …) = reduce (π R).val_recover_of_eq_add: the same conclusion forxwheneverrecoverFromValues … = x + 2^p bwithx, b ∈ B. This is the form thatexists_recoverFromValues_eq_add_of_children(feat(circuit/frontier): the contraction recursion, its correctness and its schedule (Theorem D.1, T2.7) #1905) supplies for the contraction.computableInPolyTime_recover:recoveris polynomial-time, withp,Δ,a,u,hand2^ain unary.The proof has three steps.
exists_pval_interp_eq_addbridges feat(PolyTime): polynomials over (ℤ/2^p)[U]/(f) and Lagrange interpolation #1906'sinterptoLagrange.ringInterpolateoverB. It useseval_pval_interpwith feat(PolyTime): Newton inversion inverts every unit of a Galois ring #1918'sval_mul_inv_of_isUnit, and feat(circuit/frontier): correctness of one active call of the contraction recursion #1894'sexists_ringInterpolate_eq_addinA_N.invOfUnit_hermiteBasis_compshows thatrecipSeriesinvertsE_t(t+αz)over everyℚ-algebra, viahermiteBasis_comp_rat. SohermiteQuotient_map_subtypeholds: the Hermite quotient of a polynomial overBis the image of its truncated product with the reciprocal series.two_pow_mul_recoverFromValueswrites2^Δ · recoverFromValuesas a sum overBusingcoe_gamma. The native contribution of each node is its image (val_nodeTerm), becausegamma_mul_two_pow_eq_zerokills the input error.val_shiftDownthen finishes.Other files.
GaloisRingSeries.lean: coordinates,reduce,shiftDown, the truncated productstmul, and their polynomial-time certificates.TaperedRecovery.lean(feat(circuit/frontier): finite-precision tapered recovery (Lemma D.5) and the local deformation #1889): five helpers loseprivate, and the unfolding lemmataperedRecovery_defis added.ActiveCall.lean(feat(circuit/frontier): the contraction recursion, its correctness and its schedule (Theorem D.1, T2.7) #1905): the unfolding lemmarecoverFromValues_defis added.twoValnow counts thei < bwith2^(i+1) ∣ d. That count is a filtered range, so its certificate is short, andtwoVal_eqis unchanged.Tests run
recoveronf = U²+U+1witha = 1andF(T) = T + 5, forΔ = 2andΔ = 4, and getF(0) = 5bydecide. They also check the constants,twoVal,tmulandshiftDown, and instantiate thetwoValcertificate.Not in this PR.
StackRecursionwiring (feat(GenericRAM/Native): depth-first stack recursion with native bounds #1896), whererecoveris thefinishandabsorbstores each β-sum value. The table update is feat(circuit/frontier): the value table of native recovery and lifting stored values #1934, stacked here; the rest needs the call descriptions from child generation.π_n : O →+* GaloisRing 2 n f, compatible acrossn: feat(foundations): reduction of ℤ_(p)[X]/(f) modulo p^n #1931, onmain.Stacking. This is on #1905 (
claude/t2-recursion-correct, which carries #1889/#1894/#1908), with #1906 and #1918 merged in. New here:NativeRecovery.lean,GaloisRingSeries.lean, their test, theprivateremovals, the two_deflemmas andComplexity.lean. Mathematical progress: native Lemma D.5 recovery with its precision estimate and its correctness against the mathematical recovery. The polynomial-time certificates are infrastructure. No abstracts are affected.Existing notions considered.
hermiteQuotient/taperedRecovery(#1889) andrecoverFromValues(#1905) are the mathematical targets and are reused. So are #1899/#1906's list arithmetic, interpolation and certificates, and #1859'sGaloisRing.map_castHom_mapforreduce.geomSeriesis a local name forPowerSeries.mk ((-c)^·); I found no Mathlib closed form forinvOfUnit (1 + cX).Validation
scripts/check.sh --quickfell back to all six gates, and all passed locally at5280f8c6. After the review,6f54c2ddreplaces the two non-terminalsimpcalls that source hygiene flagged;check_hygiene.py --check-simppasses. All six gates also passed locally on #1934 atb1ee3e5b, which contains6f54c2dd. Nosorry.AI assistance
The components are by
worker-claude-e6cf7b0d-t2-recovery. The bridge, assembly and polynomial-time certificates are byworker-claude-e6cf7b0d-t2-recovery-2. Both are Claude Code (Opus) workers undercoordinator-claude-e6cf7b0d. This needs review from outside the Claude fleet.🤖 Generated with Claude Code
https://claude.ai/code/session_015DLg8kwPs8yi7ePPdtoNvG