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The §5.3 two-tile non-vacuity witness data

Definition
VathekWitness

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

formal-verificationmachine-learning

The concrete graft used as the non-vacuity witness. On the one-parameter space W=V=RW = V = \mathbb{R}W=V=R, the shared computation is the composition of a trainable bridge θ↦3θ\theta \mapsto 3\thetaθ↦3θ with a frozen donor u↦2uu \mapsto 2uu↦2u, i.e. h(w)=6wh(w) = 6wh(w)=6w. There are two occurrences with targets y0=1y_0 = 1y0​=1, y1=4y_1 = 4y1​=4, weights α0=1/4\alpha_0 = 1/4α0​=1/4, α1=3/4\alpha_1 = 3/4α1​=3/4, and half squared-error losses fi(w,v)=12∥v−yi∥2f_i(w, v) = \tfrac{1}{2}\|v - y_i\|^2fi​(w,v)=21​∥v−yi​∥2. The pre-update parameter is w0=2w_0 = 2w0​=2. The per-occurrence derivative data at w0w_0w0​ is fixed: values 12∥h(w0)−yi∥2\tfrac{1}{2}\|h(w_0) - y_i\|^221​∥h(w0​)−yi​∥2, direct gradients 000 (the losses do not read www directly), and shared cotangents h(w0)−yih(w_0) - y_ih(w0​)−yi​. The monolithic objective is L(θ)=14⋅12(6θ−1)2+34⋅12(6θ−4)2L(\theta) = \tfrac{1}{4} \cdot \tfrac{1}{2}(6\theta - 1)^2 + \tfrac{3}{4} \cdot \tfrac{1}{2}(6\theta - 4)^2L(θ)=41​⋅21​(6θ−1)2+43​⋅21​(6θ−4)2, with L(2)=313/8L(2) = 313/8L(2)=313/8 and L′(2)=105/2L'(2) = 105/2L′(2)=105/2.

Definition code
import Definitions.Def_VathekState

/-!
# VathekProof — the §5.3 non-vacuity witness

The concrete graft: a trainable bridge `θ ↦ 3θ` grafted into a frozen donor
`u ↦ 2u`, so the shared computation is `h(w) = 6w` on the one-parameter space.
Two occurrences with targets `y₁ = 1`, `y₂ = 4` and weights `1/4`, `3/4`; the
pre-update parameter is `θ = 2`.
-/

namespace VathekProof

/-- The shared computation: bridge (×3) then frozen donor (×2), composed as `w ↦ 6w`. -/
noncomputable def witnessH (w : EuclideanSpace ℝ (Fin 1)) : EuclideanSpace ℝ (Fin 1) := (6 : ℝ) • w

/-- The two targets: `y₀ = 1`, `y₁ = 4`. -/
noncomputable def witnessY : Fin 2 → EuclideanSpace ℝ (Fin 1) :=
  fun i => WithLp.toLp 2 (fun _ => if i = 0 then (1 : ℝ) else 4)

/-- Per-occurrence half squared error `fᵢ (w, v) = ½ ‖v - yᵢ‖²`. -/
noncomputable def witnessF : Fin 2 → EuclideanSpace ℝ (Fin 1) × EuclideanSpace ℝ (Fin 1) → ℝ :=
  fun i p => (1 / 2) * ‖p.2 - witnessY i‖ ^ 2

/-- The reduction weights: `α₀ = 1/4`, `α₁ = 3/4`. -/
noncomputable def witnessAlpha : Fin 2 → ℝ :=
  fun i => if i = 0 then 1 / 4 else 3 / 4

/-- The pre-update parameter `θ = 2`. -/
noncomputable def witnessW₀ : EuclideanSpace ℝ (Fin 1) := WithLp.toLp 2 (fun _ => (2 : ℝ))

/-- Per-occurrence values at the pre-update point: `½ ‖h(w₀) - yᵢ‖²`. -/
noncomputable def witnessVal : Fin 2 → ℝ :=
  fun i => (1 / 2) * ‖witnessH witnessW₀ - witnessY i‖ ^ 2

/-- Per-occurrence direct gradients: `fᵢ` does not read `w` directly, so `∇₁fᵢ = 0`. -/
noncomputable def witnessDirect : Fin 2 → EuclideanSpace ℝ (Fin 1) := fun _ => 0

/-- Per-occurrence shared cotangents: `∇₂fᵢ (w₀, h₀) = h₀ - yᵢ`. -/
noncomputable def witnessShared : Fin 2 → EuclideanSpace ℝ (Fin 1) :=
  fun i => witnessH witnessW₀ - witnessY i

end VathekProof
Source
Vathek Graft: A Proof and Evidence Programme, mission-source white paper v1.0, 22 September 2026 (Thomas Davis). Section 5.3 (concrete non-vacuity witness).
Read-back

What the Lean code literally says, in plain math · glm-5.3 (independent auditor subagent)

{"text": "{\n "readback": "witnessH. This is a constant definition of a function on the one-dimensional Euclidean space mathbbR1\\\\mathbb{R}^1mathbbR1 (formally EuclideanSpace \u211d (Fin 1), the space of real 1-tuples with the Euclidean norm): it maps each vector winmathbbR1w \\\\in \\\\mathbb{R}^1winmathbbR1 to\n\n

h(w)=6cdotw,h(w) = 6 \\\\cdot w,h(w)=6cdotw,

\n\ni.e. scalar multiplication of www by the real number 666. Literally, the declaration fixes the name witnessH to the map wmapsto6ww \\\\mapsto 6wwmapsto6w from mathbbR1\\\\mathbb{R}^1mathbbR1 to mathbbR1\\\\mathbb{R}^1mathbbR1; nothing more is asserted (it is a def, not a theorem, and the definition is marked noncomputable). As a map on the single coordinate, if w=(w0)w = (w_0)w=(w0​) then h(w)=(6w0)h(w) = (6w_0)h(w)=(6w0​).\n\n**witnessY.** A constant definition of a function assigning to each index iin0,1i \\\\in \\\\{0, 1\\\\}iin0,1 (the type Fin 2, a two-element index type) a vector in mathbbR1\\\\mathbb{R}^1mathbbR1:\n\n

y_i = \\\\begin{cases} (1) & i = 0, \\\\\\\\ (4) & i = 1. \\\\end{cases}

\n\nConcretely y0=1y_0 = 1y0​=1 and y1=4y_1 = 4y1​=4 in the single coordinate. The construction WithLp.toLp 2 (fun _ => \u2026) builds the Euclidean-space element whose every coordinate (there is exactly one) is the stated real number. Both branches of the if are total, so every index of Fin 2 receives one of these two values with no undefined case.\n\n**witnessF.** A constant definition of a family, indexed by iin0,1i \\\\in \\\\{0,1\\\\}iin0,1, of real-valued functions on the product space mathbbR1timesmathbbR1\\\\mathbb{R}^1 \\\\times \\\\mathbb{R}^1mathbbR1timesmathbbR1 (a pair (w,v)(w, v)(w,v) with www the parameter-slot vector and vvv the shared-state-slot vector):\n\n

fi(w,v)=tfrac12,lVertv−yirVert2,f_i(w, v) = \\\\tfrac{1}{2}\\\\, \\\\lVert v - y_i \\\\rVert^2,fi​(w,v)=tfrac12,lVertv−yi​rVert2,

\n\nwhere yiy_iyi​ is the target vector defined above (y0=(1)y_0 = (1)y0​=(1), y1=(4)y_1 = (4)y1​=(4)), the norm is the Euclidean norm on mathbbR1\\\\mathbb{R}^1mathbbR1 (so lVertv−yirVert=∣v0−(yi)0∣\\\\lVert v - y_i \\\\rVert = |v_0 - (y_i)_0|lVertv−yi​rVert=∣v0​−(yi​)0​∣), and tfrac12\\\\tfrac12tfrac12 is the real number 1/21/21/2. Note that the first component www of the argument pair is never read: fif_ifi​ depends only on the second component vvv.\n\n**witnessAlpha.** A constant definition of a real-valued function on the index set 0,1\\\\{0, 1\\\\}0,1 giving the reduction weights\n\n

\\\\alpha_i = \\\\begin{cases} \\\\tfrac14 & i = 0, \\\\\\\\ \\\\tfrac34 & i = 1. \\\\end{cases}

\n\nSo alpha0=1/4\\\\alpha_0 = 1/4alpha0​=1/4 and alpha1=3/4\\\\alpha_1 = 3/4alpha1​=3/4 (the latter written in Lean as the division 3/43/43/4, which is the real number 0.750.750.75; both are positive and they sum to 111, though the declaration itself asserts no such property). The if i = 0 then \u2026 else \u2026 is total over Fin 2, covering both indices.\n\n**witnessW\u2080.** A constant definition fixing a single vector in mathbbR1\\\\mathbb{R}^1mathbbR1, the pre-update parameter\n\n

w0=(2),w_0 = (2),w0​=(2),

\n\ni.e. the Euclidean-space element whose (unique) coordinate is the real number 222, again built by WithLp.toLp 2. No property is asserted; this is purely a named constant.\n\n**witnessVal.** A constant definition of a real-valued function on 0,1\\\\{0,1\\\\}0,1 giving, for each occurrence iii, the value of the loss fif_ifi​ evaluated at the specific point where the parameter slot is w0=(2)w_0 = (2)w0​=(2) and the shared-state slot is h(w0)h(w_0)h(w0​):\n\n

mathrmvali=tfrac12,lVerth(w0)−yirVert2.\\\\mathrm{val}_i = \\\\tfrac12 \\\\,\\\\lVert h(w_0) - y_i \\\\rVert^2.mathrmvali​=tfrac12,lVerth(w0​)−yi​rVert2.

\n\nConcretely, since h(w)=6wh(w) = 6wh(w)=6w and w0=(2)w_0 = (2)w0​=(2), we have h(w0)=(12)h(w_0) = (12)h(w0​)=(12), so\n\n

mathrmval0=tfrac12∣12−1∣2=tfrac1212=60.5,qquadmathrmval1=tfrac12∣12−4∣2=tfrac642=32.\\\\mathrm{val}_0 = \\\\tfrac12 |12 - 1|^2 = \\\\tfrac{121}{2} = 60.5, \\\\qquad \\\\mathrm{val}_1 = \\\\tfrac12 |12 - 4|^2 = \\\\tfrac{64}{2} = 32.mathrmval0​=tfrac12∣12−1∣2=tfrac1212=60.5,qquadmathrmval1​=tfrac12∣12−4∣2=tfrac642=32.

\n\nThe declaration only defines these two numbers; it does not assert any relation to the derivative-certificate field val of FrameDeriv.\n\n**witnessDirect.** A constant definition of a function on 0,1\\\\{0,1\\\\}0,1 with values in mathbbR1\\\\mathbb{R}^1mathbbR1 that is identically zero:\n\n

mathrmdirecti=(0)quadtextforbothi=0textandi=1.\\\\mathrm{direct}_i = (0) \\\\quad \\\\text{for both } i = 0 \\\\text{ and } i = 1.mathrmdirecti​=(0)quadtextforbothi=0textandi=1.

\n\nThe definition ignores its index argument entirely. (Consistently with witnessF not reading its first argument, this is the zero vector; the declaration itself makes no such claim \u2014 it merely fixes the constant zero function.)\n\n**witnessShared.** A constant definition of a function on 0,1\\\\{0,1\\\\}0,1 with values in mathbbR1\\\\mathbb{R}^1mathbbR1, assigning to each occurrence the vector difference\n\n

mathrmsharedi=h(w0)−yi.\\\\mathrm{shared}_i = h(w_0) - y_i.mathrmsharedi​=h(w0​)−yi​.

\n\nConcretely, using h(w0)=(12)h(w_0) = (12)h(w0​)=(12), y0=(1)y_0 = (1)y0​=(1), y1=(4)y_1 = (4)y1​=(4):\n\n

mathrmshared0=(12−1)=(11),qquadmathrmshared1=(12−4)=(8).\\\\mathrm{shared}_0 = (12 - 1) = (11), \\\\qquad \\\\mathrm{shared}_1 = (12 - 4) = (8).mathrmshared0​=(12−1)=(11),qquadmathrmshared1​=(12−4)=(8).

\n\nThis is the vector h(w0)−yih(w_0) - y_ih(w0​)−yi​ in the one-coordinate Euclidean space; the declaration defines the two vectors and asserts nothing further (in particular, no gradient or derivative property is claimed by this definition)."\n}", "details": {"resolvedPath": "/home/ajax/.omp/agent/sessions/-math/2026-09-22T19-31-08-510Z_01a0ca99-be5e-7000-93c6-dac7c74cc004/RB-VathekWitness.md", "contentType": "text/markdown", "totalLines": 3, "displayContent": {"text": "{\n "readback": "witnessH. This is a constant definition of a function on the one-dimensional Euclidean space mathbbR1\\\\mathbb{R}^1mathbbR1 (formally EuclideanSpace \u211d (Fin 1), the space of real 1-tuples with the Euclidean norm): it maps each vector winmathbbR1w \\\\in \\\\mathbb{R}^1winmathbbR1 to\n\n

h(w)=6cdotw,h(w) = 6 \\\\cdot w,h(w)=6cdotw,

\n\ni.e. scalar multiplication of www by the real number 666. Literally, the declaration fixes the name witnessH to the map wmapsto6ww \\\\mapsto 6wwmapsto6w from mathbbR1\\\\mathbb{R}^1mathbbR1 to mathbbR1\\\\mathbb{R}^1mathbbR1; nothing more is asserted (it is a def, not a theorem, and the definition is marked noncomputable). As a map on the single coordinate, if w=(w0)w = (w_0)w=(w0​) then h(w)=(6w0)h(w) = (6w_0)h(w)=(6w0​).\n\n**witnessY.** A constant definition of a function assigning to each index iin0,1i \\\\in \\\\{0, 1\\\\}iin0,1 (the type Fin 2, a two-element index type) a vector in mathbbR1\\\\mathbb{R}^1mathbbR1:\n\n

y_i = \\\\begin{cases} (1) & i = 0, \\\\\\\\ (4) & i = 1. \\\\end{cases}

\n\nConcretely y0=1y_0 = 1y0​=1 and y1=4y_1 = 4y1​=4 in the single coordinate. The construction WithLp.toLp 2 (fun _ => \u2026) builds the Euclidean-space element whose every coordinate (there is exactly one) is the stated real number. Both branches of the if are total, so every index of Fin 2 receives one of these two values with no undefined case.\n\n**witnessF.** A constant definition of a family, indexed by iin0,1i \\\\in \\\\{0,1\\\\}iin0,1, of real-valued functions on the product space mathbbR1timesmathbbR1\\\\mathbb{R}^1 \\\\times \\\\mathbb{R}^1mathbbR1timesmathbbR1 (a pair (w,v)(w, v)(w,v) with www the parameter-slot vector and vvv the shared-state-slot vector):\n\n

fi(w,v)=tfrac12,lVertv−yirVert2,f_i(w, v) = \\\\tfrac{1}{2}\\\\, \\\\lVert v - y_i \\\\rVert^2,fi​(w,v)=tfrac12,lVertv−yi​rVert2,

\n\nwhere yiy_iyi​ is the target vector defined above (y0=(1)y_0 = (1)y0​=(1), y1=(4)y_1 = (4)y1​=(4)), the norm is the Euclidean norm on mathbbR1\\\\mathbb{R}^1mathbbR1 (so lVertv−yirVert=∣v0−(yi)0∣\\\\lVert v - y_i \\\\rVert = |v_0 - (y_i)_0|lVertv−yi​rVert=∣v0​−(yi​)0​∣), and tfrac12\\\\tfrac12tfrac12 is the real number 1/21/21/2. Note that the first component www of the argument pair is never read: fif_ifi​ depends only on the second component vvv.\n\n**witnessAlpha.** A constant definition of a real-valued function on the index set 0,1\\\\{0, 1\\\\}0,1 giving the reduction weights\n\n

\\\\alpha_i = \\\\begin{cases} \\\\tfrac14 & i = 0, \\\\\\\\ \\\\tfrac34 & i = 1. \\\\end{cases}

\n\nSo alpha0=1/4\\\\alpha_0 = 1/4alpha0​=1/4 and alpha1=3/4\\\\alpha_1 = 3/4alpha1​=3/4 (the latter written in Lean as the division 3/43/43/4, which is the real number 0.750.750.75; both are positive and they sum to 111, though the declaration itself asserts no such property). The if i = 0 then \u2026 else \u2026 is total over Fin 2, covering both indices.\n\n**witnessW\u2080.** A constant definition fixing a single vector in mathbbR1\\\\mathbb{R}^1mathbbR1, the pre-update parameter\n\n

w0=(2),w_0 = (2),w0​=(2),

\n\ni.e. the Euclidean-space element whose (unique) coordinate is the real number 222, again built by WithLp.toLp 2. No property is asserted; this is purely a named constant.\n\n**witnessVal.** A constant definition of a real-valued function on 0,1\\\\{0,1\\\\}0,1 giving, for each occurrence iii, the value of the loss fif_ifi​ evaluated at the specific point where the parameter slot is w0=(2)w_0 = (2)w0​=(2) and the shared-state slot is h(w0)h(w_0)h(w0​):\n\n

mathrmvali=tfrac12,lVerth(w0)−yirVert2.\\\\mathrm{val}_i = \\\\tfrac12 \\\\,\\\\lVert h(w_0) - y_i \\\\rVert^2.mathrmvali​=tfrac12,lVerth(w0​)−yi​rVert2.

\n\nConcretely, since h(w)=6wh(w) = 6wh(w)=6w and w0=(2)w_0 = (2)w0​=(2), we have h(w0)=(12)h(w_0) = (12)h(w0​)=(12), so\n\n

mathrmval0=tfrac12∣12−1∣2=tfrac1212=60.5,qquadmathrmval1=tfrac12∣12−4∣2=tfrac642=32.\\\\mathrm{val}_0 = \\\\tfrac12 |12 - 1|^2 = \\\\tfrac{121}{2} = 60.5, \\\\qquad \\\\mathrm{val}_1 = \\\\tfrac12 |12 - 4|^2 = \\\\tfrac{64}{2} = 32.mathrmval0​=tfrac12∣12−1∣2=tfrac1212=60.5,qquadmathrmval1​=tfrac12∣12−4∣2=tfrac642=32.

\n\nThe declaration only defines these two numbers; it does not assert any relation to the derivative-certificate field val of FrameDeriv.\n\n**witnessDirect.** A constant definition of a function on 0,1\\\\{0,1\\\\}0,1 with values in mathbbR1\\\\mathbb{R}^1mathbbR1 that is identically zero:\n\n

mathrmdirecti=(0)quadtextforbothi=0textandi=1.\\\\mathrm{direct}_i = (0) \\\\quad \\\\text{for both } i = 0 \\\\text{ and } i = 1.mathrmdirecti​=(0)quadtextforbothi=0textandi=1.

\n\nThe definition ignores its index argument entirely. (Consistently with witnessF not reading its first argument, this is the zero vector; the declaration itself makes no such claim \u2014 it merely fixes the constant zero function.)\n\n**witnessShared.** A constant definition of a function on 0,1\\\\{0,1\\\\}0,1 with values in mathbbR1\\\\mathbb{R}^1mathbbR1, assigning to each occurrence the vector difference\n\n

mathrmsharedi=h(w0)−yi.\\\\mathrm{shared}_i = h(w_0) - y_i.mathrmsharedi​=h(w0​)−yi​.

\n\nConcretely, using h(w0)=(12)h(w_0) = (12)h(w0​)=(12), y0=(1)y_0 = (1)y0​=(1), y1=(4)y_1 = (4)y1​=(4):\n\n

mathrmshared0=(12−1)=(11),qquadmathrmshared1=(12−4)=(8).\\\\mathrm{shared}_0 = (12 - 1) = (11), \\\\qquad \\\\mathrm{shared}_1 = (12 - 4) = (8).mathrmshared0​=(12−1)=(11),qquadmathrmshared1​=(12−4)=(8).

\n\nThis is the vector h(w0)−yih(w_0) - y_ih(w0​)−yi​ in the one-coordinate Euclidean space; the declaration defines the two vectors and asserts nothing further (in particular, no gradient or derivative property is claimed by this definition)."\n}", "startLine": 1, "lineNumbers": [1, 2, 3]}, "meta": {"source": {"type": "internal", "value": "agent://RB-VathekWitness"}}}}

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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