cockpit/torso: land anisotropic + /torso-map + helix codec into main (stacked merges stayed in intermediate branches)

claude-notes/plans/2026-06-24-fma-torso-bodyparts3d-splat.md

@@ -58,3 +58,53 @@ Notes:
   ~6.6 s/frame on the scalar path (no AVX target-cpu in the scratchpad project);
   correctness verified by viewing the rendered frames.
 - Colours: golden-angle hue per structure at S=0.34 V=0.78 (muted, per request).
+- Brush: splat3d render uses gaussian scale 0.0025 (was 0.008 — the big isotropic
+  brush blobbed the detail into a "Warhol" look; 0.0025 at 810x1080 restores the
+  ribcage/vertebrae). Frames re-rendered.
+
+## Follow-up PR — anisotropic + GUID-tag + map (branch claude/torso-anisotropic-map)
+
+- [x] **SPL2 format** (supersedes SPL1): hdr 40B [`SPL2`|count|node_count|radius|
+      bbox]; body 21B [pos 3f | normal 3i8 | rgb 3u8 | opacity u8 | node_row u16].
+      Helix-orderable + residual-ready (the codec PR slots in here).
+- [x] **Anisotropic surface-fit gaussians** ("connect the dots"): bake reads OBJ
+      `vn` (BodyParts3D ships normals — free, no face traversal); render driver
+      orients each gaussian flat-to-surface (`scale=[t,t,thin]`, `quat` aligns
+      local-z to the normal). Tangent 0.004 connects within a structure while
+      rib gaps stay visible. NOT voxels (continuous surfaces, not a discrete grid).
+- [x] **Per-node SoA + O(1) switch** (the GUID/value-tenant backbone): bake emits
+      `torso.nodes.json` — one row per FMA structure (178 rows, 91 own meshes):
+      fma id, name, depth, HHTL tier-ranks, colour, gaussian RANGE (start+count),
+      OBJ-geometry tenant (centroid + bbox + FJ handles). Each gaussian carries
+      its node_row. Consumers build the switch (row -> node) once -> O(1) tenant
+      reads. Position = real BodyParts3D coordinate; identity = the FMA node.
+- [x] **/torso-map page**: click a gaussian -> node_row -> node SoA -> FMA label +
+      partonomy breadcrumb; structure list (graph -> splat) highlights gaussians.
+      Realises the osint-cad-splat thesis: graph and splat, one node at one address.
+- [x] tsc clean. Browser pick-interaction not exercised here (raycast-on-Points
+      logic is standard; geometry verified via the CPU frames).
+
+## Helix-anchor codec — MEASURED (branch claude/torso-helix-codec)
+
+`tools/spl_codec.py` encodes SPL2 -> SPL3 and round-trips it. The x265-for-
+gaussians design, mapped to signals already in SPL2 + the node SoA:
+  helix    = 3D Morton (Z-order) of position = identity/GUID order (locality-preserving)
+  anchor   = FMA node (SoA centroid + per-node colour) = the I-frame, random-access
+  motion   = gaussian offset from its node anchor (the motion vector)
+  residual = helix-ordered zig-zag delta of (motion, normal)
+  colour   = ANCHOR-PREDICTED -> 0 per-gaussian bytes (a 178-entry node palette)
+
+Measured on the real torso (231,515 gaussians):
+- SPL2 21.0 B/g -> SPL3 7.47 B/g  =>  **2.8x smaller** (zlib entropy stand-in)
+- colour: **exact, 887 B total** for ALL colour (crisp by construction, no bleed)
+- position round-trip RMSE **0.00001** (16-bit quant, effectively lossless)
+- node_row RLE 35 KB / 231K gaussians (structures contiguous in helix order)
+- stream split: motion 1.02 MB, normal 671 KB (the optimization target -> octahedral
+  + range coder), rows 35 KB, palette 887 B
+
+Validates the design before wiring it into the render. Next increments:
+- [ ] octahedral normals + range coder (the 671 KB normal stream)
+- [ ] decode SPL3 at cockpit load; anisotropic/edge-aware reconstruction
+      (node_row-bounded + normal-oriented = crisp colours in the render)
+- [ ] animation: deform node anchors -> motion-skinned gaussians follow
+      (Motion-Blender GS; the partonomy is the rig)

cockpit/public/torso.manifest.json

@@ -1,42 +1,23 @@
 {
-  "source": "BodyParts3D 4.0 (DBCLS) part-of OBJ, decimated 99%",
-  "license": "CC-BY 4.0",
-  "attribution": "BodyParts3D, (c) The Database Center for Life Science licensed under CC Attribution 4.0 International",
+  "source": "BodyParts3D 4.0 (DBCLS) part-of OBJ, decimated 99%, with vn normals",
+  "license": "CC-BY 4.0 (site) / CC-BY-SA 2.1 JP (2013 files)",
+  "attribution": "BodyParts3D, (c) The Database Center for Life Science. Current site licence: CC-BY 4.0; 2013 mesh files embed CC-BY-SA 2.1 Japan.",
+  "format": "SPL2 (anisotropic + node-row tags); node SoA in torso.nodes.json",
   "root_fma": "FMA7181",
   "root_name": "trunk",
-  "concepts": 102,
+  "concepts": 178,
   "meshes": 577,
-  "vertices_total": 693959,
-  "gaussians": 231320,
-  "radius": 0.0045,
+  "gaussians": 231515,
+  "radius": 0.0035,
   "bbox_min": [
-    -0.5499420475739409,
-    -0.2690260109315338,
+    -0.5499102767007714,
+    -0.269514341019139,
     -0.9999999999999999
   ],
   "bbox_max": [
-    0.5499420475739409,
-    0.2690260109315338,
+    0.5499102767007714,
+    0.269514341019139,
     1.0000000000000002
   ],
-  "regions": [
-    {
-      "fma": "FMA259209",
-      "name": "thoracic segment of trunk"
-    },
-    {
-      "fma": "FMA259211",
-      "name": "abdominal segment of trunk"
-    },
-    {
-      "fma": "FMA10427",
-      "name": "body wall"
-    },
-    {
-      "fma": "FMA9579",
-      "name": "perineum"
-    }
-  ],
-  "generated_by": "crates/osint-bake/tools/bake_torso_splat.py",
-  "format": "SPL1: hdr[magic4|count u32|radius f32|bbox_min 3f|bbox_max 3f]; body count*[pos 3f|rgb 3u8|opacity u8]; little-endian"
+  "owners": 91
 }

cockpit/src/TorsoMap.tsx

@@ -0,0 +1,272 @@
+// FMA torso · map view — the splat AS the GUID substrate.
+//
+// Renders the same torso.splat (SPL2: real BodyParts3D geometry, per-vertex
+// normal, per-gaussian node-row tag) but treats it as the value-tenant SoA it
+// is: click a gaussian -> its node row -> O(1) into torso.nodes.json (the node
+// SoA) -> the FMA structure's identity (concept id, name, partonomy path,
+// gaussian range). Click a structure in the list -> its gaussians highlight.
+// Geometry, graph, and splat are three tenants of one identity, switch-selected.
+//
+// Geometry: BodyParts3D, (c) The Database Center for Life Science (CC-BY 4.0 /
+// CC-BY-SA 2.1 JP). Attribution shown in-view.
+import { useEffect, useMemo, useRef, useState } from 'react';
+import * as THREE from 'three';
+import { OrbitControls } from 'three/addons/controls/OrbitControls.js';
+
+interface NodeRow {
+  row: number;
+  fma: string;
+  name: string;
+  depth: number;
+  parent: number | null;
+  tiers: number[];
+  rgb: [number, number, number];
+  g_start: number;
+  g_count: number;
+  centroid: [number, number, number] | null;
+}
+interface NodesDoc { attribution: string; root: string; nodes: NodeRow[] }
+
+interface Spl2 {
+  count: number;
+  positions: Float32Array;
+  colors: Float32Array; // 0..1 rgb
+  rows: Float32Array; // node_row per gaussian
+}
+
+function decodeSpl2(buf: ArrayBuffer): Spl2 {
+  const dv = new DataView(buf);
+  const magic = String.fromCharCode(dv.getUint8(0), dv.getUint8(1), dv.getUint8(2), dv.getUint8(3));
+  if (magic !== 'SPL2') throw new Error(`bad magic "${magic}" (expected SPL2)`);
+  const count = dv.getUint32(4, true);
+  const off = 40;
+  const positions = new Float32Array(count * 3);
+  const colors = new Float32Array(count * 3);
+  const rows = new Float32Array(count);
+  for (let i = 0; i < count; i++) {
+    const b = off + i * 21;
+    // upright: (x,y,z) -> (x,z,-y)
+    positions[i * 3] = dv.getFloat32(b, true);
+    positions[i * 3 + 1] = dv.getFloat32(b + 8, true);
+    positions[i * 3 + 2] = -dv.getFloat32(b + 4, true);
+    colors[i * 3] = dv.getUint8(b + 15) / 255;
+    colors[i * 3 + 1] = dv.getUint8(b + 16) / 255;
+    colors[i * 3 + 2] = dv.getUint8(b + 17) / 255;
+    rows[i] = dv.getUint16(b + 19, true);
+  }
+  return { count, positions, colors, rows };
+}
+
+const VERT = `
+attribute vec3 aColor;
+attribute float aRow;
+uniform float uSelected;
+uniform float uSize;
+varying vec3 vColor;
+varying float vDim;
+void main() {
+  vColor = aColor;
+  vDim = (uSelected < 0.0 || abs(aRow - uSelected) < 0.5) ? 1.0 : 0.16;
+  vec4 mv = modelViewMatrix * vec4(position, 1.0);
+  gl_Position = projectionMatrix * mv;
+  gl_PointSize = uSize * (1.0 / -mv.z);
+}`;
+const FRAG = `
+precision mediump float;
+varying vec3 vColor;
+varying float vDim;
+void main() {
+  vec2 c = gl_PointCoord - 0.5;
+  if (dot(c, c) > 0.25) discard;
+  float a = smoothstep(0.25, 0.05, dot(c, c));
+  gl_FragColor = vec4(vColor * vDim, a);
+}`;
+
+function mount(
+  container: HTMLDivElement,
+  splat: Spl2,
+  onPick: (row: number) => void,
+  apiRef: { current: { select: (row: number) => void } | null },
+): () => void {
+  let w = container.clientWidth || window.innerWidth;
+  let h = container.clientHeight || window.innerHeight;
+  const scene = new THREE.Scene();
+  scene.background = new THREE.Color(0x0a0e17);
+  const camera = new THREE.PerspectiveCamera(45, w / h, 0.01, 100);
+  camera.position.set(0, 0.05, 3.0);
+  const renderer = new THREE.WebGLRenderer({ antialias: true });
+  renderer.setSize(w, h);
+  renderer.setPixelRatio(Math.min(window.devicePixelRatio, 2));
+  container.appendChild(renderer.domElement);
+
+  const geom = new THREE.BufferGeometry();
+  geom.setAttribute('position', new THREE.BufferAttribute(splat.positions, 3));
+  geom.setAttribute('aColor', new THREE.BufferAttribute(splat.colors, 3));
+  geom.setAttribute('aRow', new THREE.BufferAttribute(splat.rows, 1));
+  const mat = new THREE.ShaderMaterial({
+    vertexShader: VERT,
+    fragmentShader: FRAG,
+    uniforms: { uSelected: { value: -1 }, uSize: { value: 4.2 } },
+    transparent: true,
+    depthWrite: true,
+  });
+  const points = new THREE.Points(geom, mat);
+  scene.add(points);
+
+  const controls = new OrbitControls(camera, renderer.domElement);
+  controls.enableDamping = true;
+  controls.dampingFactor = 0.08;
+  controls.target.set(0, 0, 0);
+  controls.minDistance = 0.6;
+  controls.maxDistance = 12;
+
+  const ray = new THREE.Raycaster();
+  ray.params.Points = { threshold: 0.02 };
+  const ndc = new THREE.Vector2();
+  let downAt = { x: 0, y: 0 };
+  renderer.domElement.addEventListener('pointerdown', (e) => { downAt = { x: e.clientX, y: e.clientY }; });
+  renderer.domElement.addEventListener('pointerup', (e) => {
+    if (Math.hypot(e.clientX - downAt.x, e.clientY - downAt.y) > 5) return; // drag, not click
+    const r = renderer.domElement.getBoundingClientRect();
+    ndc.x = ((e.clientX - r.left) / r.width) * 2 - 1;
+    ndc.y = -((e.clientY - r.top) / r.height) * 2 + 1;
+    ray.setFromCamera(ndc, camera);
+    const hit = ray.intersectObject(points, false);
+    if (hit.length && hit[0].index != null) onPick(splat.rows[hit[0].index]);
+  });
+
+  apiRef.current = { select: (row: number) => { mat.uniforms.uSelected.value = row; } };
+
+  let raf = 0;
+  const tick = () => { raf = requestAnimationFrame(tick); controls.update(); renderer.render(scene, camera); };
+  tick();
+  const onResize = () => {
+    w = container.clientWidth || window.innerWidth; h = container.clientHeight || window.innerHeight;
+    camera.aspect = w / h; camera.updateProjectionMatrix(); renderer.setSize(w, h);
+  };
+  const ro = new ResizeObserver(onResize); ro.observe(container);
+  return () => {
+    cancelAnimationFrame(raf); ro.disconnect(); controls.dispose();
+    geom.dispose(); mat.dispose(); renderer.dispose();
+    if (renderer.domElement.parentNode === container) container.removeChild(renderer.domElement);
+  };
+}
+
+export function TorsoMap() {
+  const ref = useRef<HTMLDivElement>(null);
+  const apiRef = useRef<{ select: (row: number) => void } | null>(null);
+  const [splat, setSplat] = useState<Spl2 | null>(null);
+  const [doc, setDoc] = useState<NodesDoc | null>(null);
+  const [sel, setSel] = useState<number | null>(null);
+  const [error, setError] = useState<string | null>(null);
+
+  useEffect(() => {
+    let cancelled = false;
+    fetch('/torso.splat')
+      .then((r) => { if (!r.ok) throw new Error(`HTTP ${r.status} torso.splat`); return r.arrayBuffer(); })
+      .then((b) => !cancelled && setSplat(decodeSpl2(b)))
+      .catch((e) => !cancelled && setError(String(e)));
+    fetch('/torso.nodes.json')
+      .then((r) => (r.ok ? r.json() : null))
+      .then((d) => !cancelled && d && setDoc(d as NodesDoc))
+      .catch(() => {});
+    return () => { cancelled = true; };
+  }, []);
+
+  useEffect(() => {
+    const c = ref.current;
+    if (!c || !splat) return;
+    return mount(c, splat, (row) => setSel(row), apiRef);
+  }, [splat]);
+
+  useEffect(() => { apiRef.current?.select(sel ?? -1); }, [sel]);
+
+  // the "switch": row -> node, built once (O(1) lookup)
+  const byRow = useMemo(() => {
+    const m = new Map<number, NodeRow>();
+    doc?.nodes.forEach((n) => m.set(n.row, n));
+    return m;
+  }, [doc]);
+
+  // partonomy breadcrumb (walk parent links) for the selected node
+  const path = useMemo(() => {
+    if (sel == null) return [];
+    const out: NodeRow[] = [];
+    let cur: number | null = sel;
+    for (let i = 0; i < 24 && cur != null; i++) {
+      const n = byRow.get(cur);
+      if (!n) break;
+      out.push(n);
+      cur = n.parent;
+    }
+    return out.reverse();
+  }, [sel, byRow]);
+
+  const owners = useMemo(
+    () => (doc?.nodes ?? []).filter((n) => n.g_count > 0).sort((a, b) => b.g_count - a.g_count),
+    [doc],
+  );
+
+  const selNode = sel != null ? byRow.get(sel) : undefined;
+  const css = (rgb: [number, number, number]) => `rgb(${rgb[0]},${rgb[1]},${rgb[2]})`;
+
+  return (
+    <div style={{ position: 'fixed', inset: 0, background: '#0a0e17', overflow: 'hidden', color: '#cdd9e5', font: '12px ui-monospace, monospace' }}>
+      <div ref={ref} style={{ position: 'absolute', inset: 0 }} />
+
+      <div style={{ position: 'absolute', top: 12, left: 16, pointerEvents: 'none' }}>
+        <div style={{ fontSize: 15, color: '#fff' }}>FMA torso · map</div>
+        <div style={{ opacity: 0.7 }}>
+          click a structure — splat ↔ FMA, one node at one address
+          {doc ? ` · ${owners.length} structures` : ''}
+        </div>
+      </div>
+
+      {error && (
+        <div style={{ position: 'absolute', top: '46%', width: '100%', textAlign: 'center', color: '#ff8095' }}>{error}</div>
+      )}
+
+      {/* selected structure + partonomy path */}
+      {selNode && (
+        <div style={{ position: 'absolute', top: 12, right: 16, width: 290, background: '#0e1422cc', border: '1px solid #20304a', borderRadius: 6, padding: '10px 12px' }}>
+          <div style={{ display: 'flex', alignItems: 'center', gap: 8 }}>
+            <span style={{ width: 11, height: 11, borderRadius: 3, background: css(selNode.rgb) }} />
+            <span style={{ color: '#fff', fontSize: 14 }}>{selNode.name}</span>
+          </div>
+          <div style={{ opacity: 0.7, marginTop: 4 }}>
+            {selNode.fma} · {selNode.g_count.toLocaleString()} gaussians · depth {selNode.depth}
+          </div>
+          <div style={{ opacity: 0.55, marginTop: 6, fontSize: 11 }}>HHTL tiers [{selNode.tiers.join(', ')}]</div>
+          <div style={{ marginTop: 8, borderTop: '1px solid #1b2740', paddingTop: 6, opacity: 0.85 }}>
+            {path.map((n, i) => (
+              <div key={n.row} style={{ paddingLeft: i * 8, color: n.row === sel ? '#fff' : '#8aa0bb', cursor: 'pointer' }} onClick={() => setSel(n.row)}>
+                {i > 0 ? '└ ' : ''}{n.name}
+              </div>
+            ))}
+          </div>
+        </div>
+      )}
+
+      {/* structure list (graph -> splat) */}
+      <div style={{ position: 'absolute', bottom: 30, left: 16, maxHeight: '42%', width: 250, overflowY: 'auto', background: '#0e1422aa', border: '1px solid #1b2740', borderRadius: 6, padding: 6 }}>
+        {owners.map((n) => (
+          <div
+            key={n.row}
+            onClick={() => setSel(n.row)}
+            style={{ display: 'flex', alignItems: 'center', gap: 7, padding: '2px 4px', borderRadius: 3, cursor: 'pointer', background: n.row === sel ? '#1d2b40' : 'transparent', color: n.row === sel ? '#fff' : '#9fb2c9' }}
+          >
+            <span style={{ width: 9, height: 9, borderRadius: 2, background: css(n.rgb), flex: '0 0 auto' }} />
+            <span style={{ overflow: 'hidden', textOverflow: 'ellipsis', whiteSpace: 'nowrap' }}>{n.name}</span>
+          </div>
+        ))}
+      </div>
+
+      <div style={{ position: 'absolute', top: 14, right: 320, font: '12px ui-monospace, monospace' }}>
+        <a href="/torso-live" style={{ color: '#7fa6c4', textDecoration: 'none' }}>live orbit →</a>
+      </div>
+      <div style={{ position: 'absolute', bottom: 8, left: 16, color: '#5a6b7e', fontSize: 10, pointerEvents: 'none' }}>
+        {doc?.attribution ?? 'BodyParts3D, (c) The Database Center for Life Science (CC-BY 4.0 / CC-BY-SA 2.1 JP)'}
+      </div>
+    </div>
+  );
+}