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M02 — Weighted partition sums

Proved
VathekProof.M02_tile_sum_reindex

by ajax · Sep 22, 2026 · Mathlib 0df444a (Lean v4.33.1)

formal-verificationgradient-descentmachine-learning

A finite sum over the occurrence set III equals the iterated sum over any valid tile partition B\mathcal{B}B, for summands valued in any normed commutative group (scalars included as the case E=RE = \mathbb{R}E=R):

∑i∈Ig(i)  =  ∑B∈B  ∑i∈Bg(i).\sum_{i \in I} g(i) \;=\; \sum_{B \in \mathcal{B}} \; \sum_{i \in B} g(i).i∈I∑​g(i)=B∈B∑​i∈B∑​g(i).

Empty tiles contribute nothing and uneven final tiles do not matter — nobody renormalizes by tile size. The reduction is computed for the whole logical update, never per tile; the per-tile-means mutant (tile values (0,0)(0,0)(0,0) and (9)(9)(9) have global mean 333 but mean-of-means 4.54.54.5) changes the objective and is excluded by this statement, not by an extra hypothesis.

Preamble
import Definitions.Def_VathekFrame
import Definitions.Def_VathekState
import Definitions.Def_VathekAdamW
import Definitions.Def_VathekWitness
Formal statement
namespace VathekProof

/-- **M02 — Weighted partition sums.**  A finite weighted sum over the occurrence set
equals the iterated sum over any valid tile partition, for scalar or vector summands:
the reduction is computed for the whole logical update, never per tile.  Empty tiles
and uneven final tiles contribute nothing and nobody renormalizes by tile size. -/
theorem M02_tile_sum_reindex {ι : Type*} [DecidableEq ι] {I : Finset ι}
    {ℬ : List (Finset ι)} (h : IsTilePartition I ℬ)
    (E : Type*) [NormedAddCommGroup E] (g : ι → E) :
    ∑ i ∈ I, g i = (ℬ.map (fun B => ∑ i ∈ B, g i)).sum := by sorry

end VathekProof
Source
Vathek Graft: A Proof and Evidence Programme, mission-source white paper v1.0, 22 September 2026 (Thomas Davis). Section 4.3 Eq. (1), Section 4.4, and Section 5.4 (per-tile means counterexample); milestone M02.
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What the Lean code literally says, in plain math · glm-5.3 (independent auditor subagent)

{"text": "{\n "data": "Theorem M02_tile_sum_reindex. Let iota\\\\iotaiota be an arbitrary type on which equality of elements is decidable; let IsubseteqiotaI \\\\subseteq \\\\iotaIsubseteqiota be a finite set; let mathcalB=(B1,B2,dots,Bk)\\\\mathcal{B} = (B_1, B_2, \\\\dots, B_k)mathcalB=(B1​,B2​,dots,Bk​) be a finite list of finite subsets of iota\\\\iotaiota (the tiles); let EEE be a type equipped with the structure of a normed additive commutative group (an abelian group with a norm compatible with addition \u2014 for instance mathbbR\\\\mathbb{R}mathbbR or mathbbRd\\\\mathbb{R}^dmathbbRd); and let g:iotatoEg : \\\\iota \\\\to Eg:iotatoE be a completely arbitrary function assigning to each index iii a summand g(i)inEg(i) \\\\in Eg(i)inE. The hypothesis hhh states that mathcalB\\\\mathcal{B}mathcalB is a valid tile partition of III, which by definition (unfolding IsTilePartition) is the conjunction of two conditions:\n\n- Cover: folding the list mathcalB\\\\mathcal{B}mathcalB with the operation of finite-set union, starting from varnothing\\\\varnothingvarnothing, yields exactly III; equivalently,\n

B1cupB2cupcdotscupBk=I,B_1 \\\\cup B_2 \\\\cup \\\\cdots \\\\cup B_k = I,B1​cupB2​cupcdotscupBk​=I,

\nthe union taken without multiplicity.\n- Pairwise disjointness: any two tiles occupying different positions in the list are disjoint, i.e. BpcapBq=varnothingB_p \\\\cap B_q = \\\\varnothingBp​capBq​=varnothing for all positions pneqqp \\\\neq qpneqq.\n\nUnder this hypothesis, the conclusion is the exact equality (not an inequality) of elements of EEE\n\n

sumiinIg(i);=;sumBinmathcalBsumiinBg(i).\\\\sum_{i \\\\in I} g(i) \\\\;=\\\\; \\\\sum_{B \\\\in \\\\mathcal{B}} \\\\sum_{i \\\\in B} g(i).sumiinI​g(i);=;sumBinmathcalB​sumiinB​g(i).

\n\nThe left-hand side is the finite sum of ggg over the occurrence set III. The right-hand side is an ordered sum over the list of tiles: the list mathcalB\\\\mathcal{B}mathcalB is first mapped entrywise to the list of per-tile sums big(sumiinB1g(i),dots,sumiinBkg(i)big)\\\\big(\\\\sum_{i \\\\in B_1} g(i),\\\\ \\\\dots,\\\\ \\\\sum_{i \\\\in B_k} g(i)\\\\big)big(sumiinB1​​g(i),dots,sumiinBk​​g(i)big), and that list of elements of EEE is then summed by iterated group addition in list order, starting from the group zero 000 (an empty list of tiles sums to 000). Because addition in EEE is commutative, the value of this list sum does not depend on the order or position of the tiles, but the right-hand side is literally the list-indexed iterated sum, so tiles are counted with their multiplicity as list entries.\n\nEdge cases and fine print silently included by the quantifiers:\n\n- Empty occurrence set, I=varnothingI = \\\\varnothingI=varnothing: both sides are 000, and the hypothesis is still satisfiable \u2014 e.g. by the empty list mathcalB=()\\\\mathcal{B} = ()mathcalB=(), or by any list consisting only of empty tiles.\n- Empty tiles: a tile Bp=varnothingB_p = \\\\varnothingBp​=varnothing may appear anywhere in mathcalB\\\\mathcal{B}mathcalB, several times included; it contributes sumiinvarnothingg(i)=0\\\\sum_{i \\\\in \\\\varnothing} g(i) = 0sumiinvarnothing​g(i)=0 to the right-hand side, i.e. nothing.\n- Repeated tiles: the same nonempty tile may not occur twice \u2014 a finite set is disjoint from itself only when it is empty, so mathcalB=(varnothing,varnothing)\\\\mathcal{B} = (\\\\varnothing, \\\\varnothing)mathcalB=(varnothing,varnothing) is admissible whereas mathcalB=(B,B)\\\\mathcal{B} = (B, B)mathcalB=(B,B) with BneqvarnothingB \\\\neq \\\\varnothingBneqvarnothing makes the hypothesis false.\n- Uneven tile sizes: nothing in the statement refers to tile cardinality; there is no renormalization by the number of tiles or by the size of any tile on either side.\n- Non-vacuity: the hypothesis is always satisfiable \u2014 for every III the one-tile list mathcalB=(I)\\\\mathcal{B} = (I)mathcalB=(I) satisfies both conjuncts (the union is III, and disjointness over a single position is trivial), and for that choice the statement reads sumiinIg(i)=sumiinIg(i)\\\\sum_{i \\\\in I} g(i) = \\\\sum_{i \\\\in I} g(i)sumiinI​g(i)=sumiinI​g(i).\n\nRole of the remaining assumptions: decidable equality on iota\\\\iotaiota is what makes finite-set union and disjointness (hence the hypothesis itself) available as decidable operations on subsets of iota\\\\iotaiota; the normed-additive-commutative-group structure on EEE supplies, in particular, the abelian addition and zero under which both sums are formed \u2014 the norm itself, and any scalar multiplication, play no role in the assertion. All parameters iota\\\\iotaiota, III, mathcalB\\\\mathcal{B}mathcalB, EEE, and ggg are universally quantified: the theorem asserts the equality above for every choice of them satisfying the partition hypothesis.",\n "type": "result"\n}", "details": {"resolvedPath": "/home/ajax/.omp/agent/sessions/-math/2026-09-22T19-31-08-510Z_01a0ca99-be5e-7000-93c6-dac7c74cc004/RB-M02.md", "contentType": "text/markdown", "totalLines": 4, "displayContent": {"text": "{\n "data": "Theorem M02_tile_sum_reindex. Let iota\\\\iotaiota be an arbitrary type on which equality of elements is decidable; let IsubseteqiotaI \\\\subseteq \\\\iotaIsubseteqiota be a finite set; let mathcalB=(B1,B2,dots,Bk)\\\\mathcal{B} = (B_1, B_2, \\\\dots, B_k)mathcalB=(B1​,B2​,dots,Bk​) be a finite list of finite subsets of iota\\\\iotaiota (the tiles); let EEE be a type equipped with the structure of a normed additive commutative group (an abelian group with a norm compatible with addition \u2014 for instance mathbbR\\\\mathbb{R}mathbbR or mathbbRd\\\\mathbb{R}^dmathbbRd); and let g:iotatoEg : \\\\iota \\\\to Eg:iotatoE be a completely arbitrary function assigning to each index iii a summand g(i)inEg(i) \\\\in Eg(i)inE. The hypothesis hhh states that mathcalB\\\\mathcal{B}mathcalB is a valid tile partition of III, which by definition (unfolding IsTilePartition) is the conjunction of two conditions:\n\n- Cover: folding the list mathcalB\\\\mathcal{B}mathcalB with the operation of finite-set union, starting from varnothing\\\\varnothingvarnothing, yields exactly III; equivalently,\n

B1cupB2cupcdotscupBk=I,B_1 \\\\cup B_2 \\\\cup \\\\cdots \\\\cup B_k = I,B1​cupB2​cupcdotscupBk​=I,

\nthe union taken without multiplicity.\n- Pairwise disjointness: any two tiles occupying different positions in the list are disjoint, i.e. BpcapBq=varnothingB_p \\\\cap B_q = \\\\varnothingBp​capBq​=varnothing for all positions pneqqp \\\\neq qpneqq.\n\nUnder this hypothesis, the conclusion is the exact equality (not an inequality) of elements of EEE\n\n

sumiinIg(i);=;sumBinmathcalBsumiinBg(i).\\\\sum_{i \\\\in I} g(i) \\\\;=\\\\; \\\\sum_{B \\\\in \\\\mathcal{B}} \\\\sum_{i \\\\in B} g(i).sumiinI​g(i);=;sumBinmathcalB​sumiinB​g(i).

\n\nThe left-hand side is the finite sum of ggg over the occurrence set III. The right-hand side is an ordered sum over the list of tiles: the list mathcalB\\\\mathcal{B}mathcalB is first mapped entrywise to the list of per-tile sums big(sumiinB1g(i),dots,sumiinBkg(i)big)\\\\big(\\\\sum_{i \\\\in B_1} g(i),\\\\ \\\\dots,\\\\ \\\\sum_{i \\\\in B_k} g(i)\\\\big)big(sumiinB1​​g(i),dots,sumiinBk​​g(i)big), and that list of elements of EEE is then summed by iterated group addition in list order, starting from the group zero 000 (an empty list of tiles sums to 000). Because addition in EEE is commutative, the value of this list sum does not depend on the order or position of the tiles, but the right-hand side is literally the list-indexed iterated sum, so tiles are counted with their multiplicity as list entries.\n\nEdge cases and fine print silently included by the quantifiers:\n\n- Empty occurrence set, I=varnothingI = \\\\varnothingI=varnothing: both sides are 000, and the hypothesis is still satisfiable \u2014 e.g. by the empty list mathcalB=()\\\\mathcal{B} = ()mathcalB=(), or by any list consisting only of empty tiles.\n- Empty tiles: a tile Bp=varnothingB_p = \\\\varnothingBp​=varnothing may appear anywhere in mathcalB\\\\mathcal{B}mathcalB, several times included; it contributes sumiinvarnothingg(i)=0\\\\sum_{i \\\\in \\\\varnothing} g(i) = 0sumiinvarnothing​g(i)=0 to the right-hand side, i.e. nothing.\n- Repeated tiles: the same nonempty tile may not occur twice \u2014 a finite set is disjoint from itself only when it is empty, so mathcalB=(varnothing,varnothing)\\\\mathcal{B} = (\\\\varnothing, \\\\varnothing)mathcalB=(varnothing,varnothing) is admissible whereas mathcalB=(B,B)\\\\mathcal{B} = (B, B)mathcalB=(B,B) with BneqvarnothingB \\\\neq \\\\varnothingBneqvarnothing makes the hypothesis false.\n- Uneven tile sizes: nothing in the statement refers to tile cardinality; there is no renormalization by the number of tiles or by the size of any tile on either side.\n- Non-vacuity: the hypothesis is always satisfiable \u2014 for every III the one-tile list mathcalB=(I)\\\\mathcal{B} = (I)mathcalB=(I) satisfies both conjuncts (the union is III, and disjointness over a single position is trivial), and for that choice the statement reads sumiinIg(i)=sumiinIg(i)\\\\sum_{i \\\\in I} g(i) = \\\\sum_{i \\\\in I} g(i)sumiinI​g(i)=sumiinI​g(i).\n\nRole of the remaining assumptions: decidable equality on iota\\\\iotaiota is what makes finite-set union and disjointness (hence the hypothesis itself) available as decidable operations on subsets of iota\\\\iotaiota; the normed-additive-commutative-group structure on EEE supplies, in particular, the abelian addition and zero under which both sums are formed \u2014 the norm itself, and any scalar multiplication, play no role in the assertion. All parameters iota\\\\iotaiota, III, mathcalB\\\\mathcal{B}mathcalB, EEE, and ggg are universally quantified: the theorem asserts the equality above for every choice of them satisfying the partition hypothesis.",\n "type": "result"\n}", "startLine": 1, "lineNumbers": [1, 2, 3, 4]}, "meta": {"source": {"type": "internal", "value": "agent://RB-M02"}}}}

Human review
  • Endorsed by Shuze Chen · Sep 25, 2026

  • Endorsed by ajax · Sep 25, 2026

    Confirmed by the mission captain (proposal self-audit).

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