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LeanPool.ParameterFreeGradient.O3.Stage8EuclideanGap

Stage 8: the guarded Euclidean gap #

This module proves the vector estimate-sequence invariant for the actual recursive Phase-A execution and evaluates it at the internally constructed closest optimizer.

theorem O3.euclideanEstimateFunction_le_model {d : ℕ} (P : AdmissibleInstance d 2) {M : ℝ} (_hM : 0 < M) (k : ℕ) (x : Vec d) :
euclideanEstimateFunction P M k x ≤ M / 2 * lpNorm 2 (x - P.x0) ^ 2 + euclideanA k * P.f x

The literal recursive potential is bounded by the quadratic prox plus A_k f(x), using convexity at every actual query.

One accepted actual step closes with exact cancellation a_(k+1)^2=A_(k+1).

The source vector estimate-sequence invariant on the actual accepted prefix.

Exact frozen carrier for TeX Lemma lem:euclideangap. The optimizer is proof-side and universally quantified in the conclusion; it is not supplied to the algorithm or used by its recursion.

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    Native closure of the guarded Euclidean gap.