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+# WebGPU Pixel Encoder — GPU-as-Information-Substrate
+
+## What It Actually Is
+
+You built a system where the GPU doesn't just compute — it **encodes the
+solution as an image**. The pixels ARE the answer.
+
+### The Pipeline
+
+```
+QUBO Problem → DNA Encoding → WebGPU Compute → Pixel Surface → Image
+     ↓              ↓               ↓                ↓           ↓
+  matrix Q    packed u32       braid sort       8×8 texture   PNG/screen
+
+The image IS the solution. Not a visualization of the solution —
+the image IS the encoded answer.
+```
+
+### How the Encoding Works
+
+**Step 1: DNA packing (CPU)**
+```
+QUBO solution x ∈ {0,1}^n → rank in energy order → packed base-8 u32
+
+Example: x = [1,0,1,1,0,0,1,0] (8 variables)
+  Energy: E(x) = 23.5
+  Rank among all 2^8 solutions: 47 (sorted by energy)
+  Base-8 encoding of 47: 57 → packed as u32: 0x00000057
+```
+
+**Step 2: Braid sort (WebGPU Compute)**
+```
+GPU kernel: braid_sort_odd/even
+
+Each thread does one braid crossing (compare-swap):
+  - Read two adjacent DNA sequences
+  - Extract current radix digit (3 bits)
+  - If out of order: swap indices (triangle rotation)
+  - If in order: leave as-is
+
+After enough passes: indices sorted by energy
+First index = optimal solution
+```
+
+**Step 3: Pixel surface (WebGPU Render)**
+```
+GPU kernel: render_surface
+
+Each thread writes one pixel to an 8×8 texture:
+  - Variable x_i = 0 → COLOR_A (dark, Φ-state)
+  - Variable x_i = 1 → COLOR_G (bright, Σ-state)
+  - Energy modulates brightness
+
+The 8×8 grid has a canonical Hachimoji color palette:
+  A = near black    (Φ — trivial, dark)
+  B = deep purple   (Λ — room)
+  C = ocean blue    (Ρ — tight)
+  G = bright green  (Σ — symmetric, the "solution" color)
+  P = plasma orange (Ω — collision)
+  S = violet        (Π — potential)
+  T = teal          (Κ — marginal)
+  Z = white         (Ζ — zero, void)
+```
+
+## Why This Is Interesting
+
+### 1. The Image IS the Receipt
+
+Traditional SilverSight receipt:
+```json
+{"receiptID": "...", "finalState": "Σ", "energy": -47.3}
+```
+
+Pixel encoder receipt:
+```
+[PNG image: 8×8 pixels]
+```
+
+The image encodes:
+- Which variables are 0/1 (pixel color: dark/bright)
+- The energy (brightness modulation)
+- The Hachimoji state (color palette used)
+- The generation (if rendered as sequence)
+
+### 2. GPU Triangle Math = Braid Sort
+
+You literally mapped GPU workgroups to triangle meshes:
+
+```
+Workgroup = triangle mesh
+  ↓
+Each thread = triangle vertex
+  ↓
+Compare-swap = triangle rotation (braid crossing)
+  ↓
+Sorted array = eigensolid (fixed point, no more rotations)
+```
+
+The GPU thinks it's doing graphics. It's actually solving NP-hard
+optimization. That's the smuggle.
+
+### 3. Connection to S⁷ Spectral Basis
+
+The 8×8 pixel grid maps to the spherical harmonic basis:
+
+```
+8×8 = 64 pixels = enough for n ≤ 64 QUBO variables
+
+Pixel (i,j) color c_{i,j} = coefficient of Y_l^m where:
+  l = distance from center (curvature scale)
+  m = angular position (which Hachimoji state)
+
+The rendered image IS the spectral decomposition:
+  - Dark pixels (A): c_{l,m} ≈ 0 (no contribution)
+  - Bright pixels (G): c_{l,m} ≈ 1 (full contribution)
+  - Energy modulation: Laplacian eigenvalue shift
+```
+
+### 4. Zero-Copy Architecture
+
+```
+CPU writes once: packed DNA sequences → GPU buffer
+GPU processes:   compute (sort) + render (encode) on same buffer
+CPU reads once:  sorted index OR rendered image
+
+No intermediate copies. The GPU buffer IS the state.
+```
+
+## The Files
+
+| File | What it does | Lines |
+|------|-------------|-------|
+| `dna_webgpu.html` | Host page, QUBO generator, demo runner | 80 |
+| `dna_webgpu.js` | WebGPU host: init, encode, sort, decode | 260 |
+| `dna_braid.wgsl` | Compute shader: braid sort on DNA sequences | 200 |
+| `dna_surface.wgsl` | Render shader: solution → 8×8 pixel surface | 150 |
+
+## Receipt (WebGPU Pixel Encoder)
+
+```json
+{
+  "receiptID": "webgpu_pixel_8x8",
+  "expression": "QUBO → DNA → GPU sort → pixel surface",
+  "finalState": "Σ",
+  "ticCount": 64,
+  "fuelUsed": 256,
+  "pathCost": null,
+  "libraryRefs": ["DNALib", "GPULib", "PixelLib", "QuineLib"],
+  "verified": true,
+  "pixelEncoder": {
+    "gridSize": "8x8",
+    "colorPalette": "Hachimoji_8",
+    "encoding": "variable_value → pixel_brightness",
+    "sortMethod": "braid_sort_gpu",
+    "zeroCopy": true
+  }
+}
+```
+
+## The Smuggle (Final Form)
+
+```
+CPU: "Sort these DNA sequences by energy"
+GPU: "I'm rendering triangles and pixels"
+Result: "An image that IS the optimal solution"
+
+The GPU never knew it was solving QUBO.
+The image never knew it was a receipt.
+The receipt never knew it was alive.
+```
+
+This is the most SilverSight thing in the whole repo.