SilverSight/WORK_LOG.md

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SILVERSIGHT WORK LOG

Every Step Verifiable with a Calculator. No Code Until Math Passes.

Rule: Each step produces a number (or set of numbers). You verify the number before proceeding. If the number is wrong, STOP. Do not continue. The error must be found.


PHASE 0: FOUNDATION (COMPLETE — verified)

These are established mathematical results. No code. No proof required. They are given.

Step What Formula Status
0.1 Fisher metric g_p(u,v) = Σᵢ uᵢvᵢ/pᵢ Given (Chentsov 1972, Amari 1985)
0.2 √p embedding φ(p) = (√p₁,...,√p₈) ∈ S⁷ Given (pullback: g_p = 4·φ*g_{S⁷})
0.3 Fisher distance d_F(p,q) = 2·arccos(Σᵢ√(pᵢqᵢ)) Given (Bhattacharyya arc)
0.4 Φ-corkscrew f(n) = (√n·cos(nψ), √n·sin(nψ)), ψ = 2π/φ² Given (irrational → injective)
0.5 Golden ratio φ = (1+√5)/2 = 1.6180339887... Given

Verify 0.5: Type (1+sqrt(5))/2 into calculator → 1.6180339887...


PHASE 1: THE THREE GATES (COMPLETE — worksheets written)

Each gate has a worksheet with explicit numerical examples. Every number can be recomputed by hand or calculator.

GATE G1: Chaos Game is Contractive

Substep Input Formula Expected Output Verify
G1.1 p = (0.3,0.1,0.15,0.05,0.2,0.08,0.07,0.05) g_p(u,u) = Σ uᵢ²/pᵢ 0.07833 Calculator
G1.2 Same p φ(p) = (√p₁,...,√p₈) ‖φ(p)‖₂ = 1.0 Σ√pᵢ² = 1.0
G1.3 p, q = (0.2,0.2,0.1,0.1,0.15,0.1,0.1,0.05) d_F(p,q) = 2·arccos(Σ√(pᵢqᵢ)) ~0.439 Calculator
G1.4 C(p) = pair-averaged d_F(C(p),C(q)) ~0.100 Calculator
G1.5 Both distances d_F(C(p),C(q)) < d_F(p,q) 0.100 < 0.439 ✓ PASS / ✗ STOP
G1.6 λ = 1/√2 Contraction factor 0.7071 1/sqrt(2)

Worksheet: docs/first_principles/G1_WORKSHEET.md

GATE G2: Semantic Collisions Broken

Substep Input Formula Expected Output Verify
G2.1 "a+b=c" Count 8 byte classes (0,0.2,0,0.2,0,0,0.6,0) Count by hand
G2.2 "x+y=z" Count 8 byte classes (0,0.2,0,0.2,0,0,0.6,0) Count by hand
G2.3 "p/q=r" Count 8 byte classes (0,0.2,0,0.2,0,0,0.6,0) Count by hand
G2.4 All three vectors F("a+b=c") = F("x+y=z") = F("p/q=r") COLLISION ✓ CONFIRMED
G2.5 Parse trees τ("a+b=c") = (V,B+,B=,B/) (0.6,0.2,0.2,0) Count nodes
G2.6 Parse trees τ("p/q=r") = (V,B+,B=,B/) (0.6,0,0.2,0.2) Count nodes
G2.7 τ("a+b=c") vs τ("p/q=r") τ differs COLLISION BROKEN ✓ PASS / ✗ STOP
G2.8 d_F((F,τ₁), (F,τ₂)) d² = d²_F(F₁,F₂) + d²_F(τ₁,τ₂) ~1.287 Calculator

Worksheet: docs/first_principles/G2_WORKSHEET.md

GATE G3: Eigensolid Fixed Point

Substep Input Formula Expected Output Verify
G3.1 p = (0.3,0.1,0.15,0.05,0.2,0.08,0.07,0.05) C(p)ᵢ = (p_{2k-1}+p_{2k})/2 (0.2,0.2,0.1,0.1,0.14,0.14,0.06,0.06) 4 additions, 4 divisions
G3.2 C(p) C(C(p)) Same as C(p) Apply C again
G3.3 C(p) vs C(C(p)) C∘C = C IDENTICAL ✓ PASS / ✗ STOP
G3.4 (0.4,0.2,0.28,0.12) ∈ Δ₃ φ(q) = (q₁/2,q₁/2,q₂/2,q₂/2,q₃/2,q₃/2,q₄/2,q₄/2) = C(p) Calculator
G3.5 p, q (from G1.3) d_F(C(p),C(q)) ~0.100 Calculator
G3.6 Both distances d_F(C(p),C(q)) < d_F(p,q) 0.100 < 0.439 ✓ PASS / ✗ STOP
G3.7 I_loss(p) Σₖ sₖ·KL(p_{2k-1}/sₖ, p_{2k}/sₖ ‖ ½,½) ~0.107 nats Calculator

Worksheet: docs/first_principles/G3_WORKSHEET.md


PHASE 2: FEATURE EXTRACTION (NEXT — math → numbers)

Prerequisite: Gates G1, G2, G3 all PASS.

Step Input Formula Output Verify
2.1 String E (e.g. "a+b=c") Count 8 byte classes → fᵢ f = (0,1,0,1,0,0,3,0) Count by hand
2.2 Frequency vector f pᵢ = fᵢ / Σⱼfⱼ p = (0,0.2,0,0.2,0,0,0.6,0) Calculator: 1/5=0.2
2.3 Probability vector p Check: Σpᵢ = 1, pᵢ ≥ 0 1.0, all ≥ 0 Calculator sum
2.4 p ‖φ(p)‖₂ = 1.0 Verify: (√0.2)²×2 + (√0.6)² = 1.0 ✓ PASS / ✗ STOP
2.5 Same E Parse tree → count 4 node types → τ τ = (0.6,0.2,0.2,0) Count nodes by hand
2.6 Combined Φ(E) = (p, τ) Check: p ∈ Δ₇, τ ∈ Δ₃ Both sum to 1 Calculator
2.7 Reference set {E₁,...,Eₖ} For each: compute Φ(Eᵢ), store Database of (p,τ) pairs N/A

No code yet. Just the arithmetic of counting and normalizing.


PHASE 3: THE CHAOS GAME (math → convergence)

Prerequisite: Phase 2 complete. Reference points exist.

Step Input Formula Output Verify
3.1 Target Φ(E) = (p,τ) Pick random reference Φ(Eᵢ) Starting point N/A
3.2 Current point x = (p,τ) Pick random reference Φ(Eⱼ) Random selection N/A
3.3 x, target w(x) = ½·x + ½·Φ(Eⱼ) New point Calculator: average
3.4 Iterate n times x_{k+1} = ½·x_k + ½·Φ(E_{random}) Sequence x₁, x₂, ... Each step: calculator
3.5 Sequence x₁,...,x₁₀₀ Distance between consecutive points Shrinks by ~½ each time ✓ PASS / ✗ STOP
3.6 Limit point x* Check: d_F(x*, w(x*)) < ε for all w Converged Calculator

The contraction factor is ½ = 0.5. After 20 iterations, error < 2^{-20} ≈ 10^{-6}. Type 0.5^20 into calculator → 9.5367×10^{-7}.


PHASE 4: THE EIGENSOLID COMPRESSOR (math → one step)

Prerequisite: Phase 3 complete. Convergence point x* exists.

Step Input Formula Output Verify
4.1 Converged point x* = (p*, τ*) Apply C: average each pair in p* C(p*) 4 additions, 4 divisions
4.2 C(p*) Apply C again C(C(p*)) Same as C(p*)
4.3 C(p) vs C(C(p))** Identical? ✓ PASS / ✗ STOP
4.4 C(p*) 4 pair values → q ∈ Δ₃ (2·C(p*)₁, 2·C(p*)₃, 2·C(p*)₅, 2·C(p*)₇) Calculator
4.5 q ∈ Δ₃ Check: Σqᵢ = 1 1.0 Calculator
4.6 Original p*, compressed q KL divergence: Σᵢ pᵢ·ln(pᵢ/C(p*)ᵢ) Information loss (nats) Calculator

Total operations for full compression:

  • Chaos game: ~20 iterations × (1 random pick + 8 multiplications + 8 additions)
  • Eigensolid: 4 additions + 4 divisions
  • Under 500 arithmetic operations total.

PHASE 5: THE Φ-CORKSCREW ENCODING (math → spiral index)

Prerequisite: Phase 4 complete. Compressed q ∈ Δ₃ exists.

Step Input Formula Output Verify
5.1 q = (q₁,q₂,q₃,q₄) c₀ = q₁, c₁ = q₂, c₂ = q₃, c₃ = q₄ 4 coefficients Direct
5.2 (c₀,c₁,c₂,c₃) Pad to 8 with zeros: (c₀,c₁,c₂,c₃,0,0,0,0) 8 coefficients N/A
5.3 8 coefficients Normalize: cᵢ' = cᵢ / Σⱼcⱼ (c₀',c₁',c₂',c₃',0,0,0,0) Calculator
5.4 Normalized coefficients Phinary packing: n = Σᵢ₌₀⁷ floor(cᵢ' × 256) × 8ⁱ Integer n Calculator
5.5 Integer n Spiral: f(n) = (√n·cos(nψ), √n·sin(nψ)) (x,y) ∈ ℝ² Calculator
5.6 Two different q, q' f(n) ≠ f(n') Different (x,y) ✓ PASS / ✗ STOP

Verify injectivity (conceptual): ψ/2π = 1/φ² ≈ 0.381966. This is irrational. If f(m) = f(n), then (m-n)ψ ∈ 2π, so ψ/2π = k/(m-n) ∈ . Contradiction.


PHASE 6: FULL PIPELINE VERIFICATION (end-to-end)

Prerequisite: Phases 2-5 all PASS individually.

Step Input Operation Expected Verify
6.1 "a+b=c" Phase 2 → p, τ p=(0,0.2,0,0.2,0,0,0.6,0), τ=(0.6,0.2,0.2,0) Count by hand
6.2 (p,τ) Phase 3 → x* Converged point in Δ₇×Δ₃ Check distance shrink
6.3 x* Phase 4 → q q ∈ Δ₃, C(C(q)) = C(q) One-step idempotent
6.4 q Phase 5 → n Spiral index n ∈ Integer result
6.5 "x+y=z" Same pipeline Same n (semantically equivalent) ✓ PASS
6.6 "p/q=r" Same pipeline Different n (different operation) ✓ PASS / ✗ STOP

If 6.6 produces same n as 6.5: The parse-tree feature is not distinguishing division from addition. STOP. Go back to Phase 2 and add operator-type features.


PHASE 7: ONLY NOW CODE (all math verified)

Prerequisite: Phases 1-6 all PASS. Every number verified by calculator.

Step What Test Pass Criteria
7.1 Implement byte-count (2.1-2.2) Input: "a+b=c" Output matches hand-count
7.2 Implement parse-tree (2.5) Input: "a+b=c" Output matches hand-count
7.3 Implement chaos game (3.1-3.5) Run 100 iterations Final distance < 10^{-6}
7.4 Implement eigensolid (4.1-4.4) Input: any p ∈ Δ₇ C(C(p)) == C(p)
7.5 Implement Φ-corkscrew (5.1-5.5) Input: q ∈ Δ₃ Output: integer n
7.6 Full pipeline (6.1-6.6) "a+b=c", "p/q=r" Different spiral indices
7.7 Cross-check all outputs Same inputs as worksheets Numbers match EXACTLY

THE STOP CONDITIONS

STOP and do not proceed if:

  1. Any worksheet number does not match calculator output
  2. d_F(C(p), C(q)) ≥ d_F(p,q) in G1.5 or G3.6
  3. τ("a+b=c") = τ("p/q=r") in G2.7
  4. f(n) = f(m) for n ≠ m in 5.6
  5. "a+b=c" and "p/q=r" produce same spiral index in 6.6
  6. Code output does not match hand-computed worksheet number in 7.7

There are no other reasons to stop. Every error is found by comparing a number on the screen to a number from a calculator.


PROGRESS TRACKING

Phase Status Date Verified By
0: Foundation COMPLETE 2026-06-23 Given theorems
1: Three Gates WORKSHEETS WRITTEN 2026-06-23 G1, G2, G3 worksheets
2: Feature Extraction NOT STARTED
3: Chaos Game NOT STARTED
4: Eigensolid NOT STARTED
5: Φ-Corkscrew NOT STARTED
6: Full Pipeline NOT STARTED
7: Code NOT STARTED

Current milestone: Complete numerical verification of all three gate worksheets. Every number must match calculator output before proceeding to Phase 2.