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// © 2026 Lutar, Stephen P. — SZL Holdings · ORCID 0009-0001-0110-4173 · Doctrine v11
//
// surfaces/casta.js — CASTA: Clean-room Anomaly + Streaming Test-time Adaptation
// (SZL synthesis) for the holographic frontier ring. A drifting STREAM of windows
// spirals inward; the clean-room SDA detector (khipu-sda-core) scores each for
// anomalies, and a central Λ-GATE (the szl-lambda-gate; Λ = Conjecture 1 — gray,
// NEVER green) decides which streaming test-time ADAPTATION updates are safe to apply
// — REFUSING to adapt to flagged anomalies. Applied (admitted) windows glow
// proof-teal, Λ-gated / anomalous windows stay grey. The gate core scales with the
// CAPPED trust (≤0.97). A compact HUD shows the detection / adaptation / gate stats
// and the signed-adaptation-receipt-per-write DESIGN (nothing minted on a read).
// Live snapshot:
// /api/a11oy/v1/frontier/casta
//
// This is an SZL CROSS-AXIS SYNTHESIS no published system ships together:
// streaming test-time adaptation (Tent / CoTTA / EATA / MEMO) + streaming anomaly
// detection (Robust Random Cut Forest / Isolation Forest) as a GUARD + the SZL Λ
// trust gate that refuses to adapt to anomalies + a signed adaptation-receipt-per-
// write chain.
//
// LEADERS ADOPTED & CITED (clean-room; NOT claimed as SZL's own):
// Tent — Wang et al. 2021, arXiv:2006.10726
// CoTTA — Wang et al. 2022, arXiv:2203.13591
// EATA — Niu et al. 2022, arXiv:2204.02610
// MEMO — Zhang et al. 2021, arXiv:2110.09506
// Robust Random Cut Forest — Guha et al. 2016, PMLR v48
// Isolation Forest — Liu et al. 2008, IEEE ICDM
//
// HONESTY LABELS: MODELED (deterministic drifting stream + injected anomalies +
// clean-room anomaly scores + adaptation-gain model; read VERBATIM from JSON, never
// upgraded). The SZL SYNTHESIS is CONJECTURE: Λ as a per-window adaptation-safe gate
// is Λ = Conjecture 1 (gray, never green), and the signed-adaptation-receipt-per-
// write chain is design-only (RECEIPT-ON-WRITE — nothing minted or signed on this
// GET). Trust capped at 0.97.
// COLOURS: lattice-blue 0x5b8dee (windows / links), violet-blue 0x8a6bff (Λ-gate ring),
// proof-teal 0x3af4c8 (applied adaptation / accent), greys (gated-out / anomalous /
// degraded). Purple BANNED.
// 0 RUNTIME CDN. three.js via ctx.THREE (vendored by the page importmap).
// DOCTRINE v11: degrades gracefully (grey) on 404/error; honesty label still shown.
// Nothing here is in the locked-8 (adds 0). Λ stays Conjecture 1. Trust never 100%.
import { createShowcase } from "./_showcase.js";
const ID = "casta";
const TITLE = "CASTA · Clean-room Anomaly × Streaming Test-time Adaptation (live)";
// Served SAME-ORIGIN by szl_casta.py — a deterministic governed-adaptation model.
const EP = "/api/a11oy/v1/frontier/casta?seed=42&n_steps=48&drift=0.015&contamination=0.12&adapt=1";
// data-viz hues — purple BANNED
const C_WIN = 0x5b8dee; // lattice-blue (stream window / link)
const C_GATE = 0x8a6bff; // violet-blue (Λ-gate ring)
const C_ADMIT = 0x3af4c8; // proof-teal (applied adaptation / accent)
const C_GATED = 0x5a6570; // grey (Λ-gated-out / anomalous)
const C_DIM = 0x42505d; // grey (degraded / no-live-data)
const C_GRID = 0x1b3a44; // floor / link colour
// layout geometry
const OUT_R = 7.0; // radius of the outer stream arc
const MAX_WIN = 96; // cap on window meshes rendered (matches backend _WINDOW_CAP)
const GATE_Y = 0.7; // height of the central Λ-gate core
let _stage = null, _THREE = null, _ctx = null, _group = null, _show = null;
let _frameReg = false, _polls = [], _badge = null, _f = {};
// geometry handles
let _floor = null;
let _gateRing = null; // THREE.LineLoop — Λ-gate ring
let _core = null; // THREE.Mesh — central gate core (scales with trust)
let _winMesh = []; // Array<THREE.Mesh> — stream-window particles
let _winLine = []; // Array<THREE.Line> — window -> gate links
// live state
const S = {
label: null,
nSteps: null, drift: null, contamination: null, adapt: null,
windows: null, // windows[] (per-window)
admits: null, gatedOut: null,
detected: null, trueAnom: null, detectionRate: null, fpRate: null,
meanGain: null, stabilityRate: null,
meanLambda: null, lambdaMax: null, admitThresh: null,
trust: null, trustCap: null,
receiptSigned: null, receiptDigest: null,
state: "init",
};
// =============================================================================
// mount(ctx)
// =============================================================================
export function mount(ctx) {
_ctx = ctx; _stage = ctx.stage; _THREE = ctx.THREE;
_group = new _THREE.Group();
_stage.scene.add(_group);
_stage.camera.position.set(0, 10, 22);
try { if (_stage.controls && _stage.controls.target) { _stage.controls.target.set(0, 1.2, 0); _stage.controls.update(); } } catch (_) {}
try { _stage.setBloom(true); } catch (_) {}
_buildFloor();
_buildGate();
_buildWindows();
if (!_frameReg && _stage.onFrame) { _stage.onFrame(_onFrame); _frameReg = true; }
_badge = ctx.live.createBadge();
_buildShowcase(ctx);
_show.attachSceneLabels({
objects: () => _winMesh.filter((m) => m.visible && m.userData && m.userData.weight > 0),
text: (o) => (o && o.userData && o.userData.label) || "",
weight: (o) => (o && o.userData ? o.userData.weight : 0),
topN: 10,
hover: true,
});
_polls.push(ctx.live.poll(EP, 5000, _onData, {
badge: _badge, onState: (m) => { S.state = m.state; _paint(); },
}));
return { id: ID, started: true };
}
// =============================================================================
// builders
// =============================================================================
function _buildFloor() {
const THREE = _THREE;
const grid = new THREE.GridHelper(48, 48, C_GRID, 0x0f2027);
grid.material.opacity = 0.18; grid.material.transparent = true; grid.position.y = -0.01;
_group.add(grid);
_floor = grid;
}
// Central Λ-gate: an advisory ring + a core that scales with the CAPPED trust.
function _buildGate() {
const THREE = _THREE;
{
const pts = [];
for (let i = 0; i <= 64; i++) {
const a = (i / 64) * Math.PI * 2;
pts.push(new THREE.Vector3(Math.cos(a) * 1.9, GATE_Y, Math.sin(a) * 1.9));
}
const g = new THREE.BufferGeometry().setFromPoints(pts);
const m = new THREE.LineBasicMaterial({ color: C_GATE, transparent: true, opacity: 0.45 });
_gateRing = new THREE.LineLoop(g, m);
_group.add(_gateRing);
}
_core = new THREE.Mesh(
new THREE.IcosahedronGeometry(0.75, 1),
new THREE.MeshStandardMaterial({ color: C_GATE, emissive: C_GATE, emissiveIntensity: 0.4, wireframe: true, transparent: true, opacity: 0.85 }),
);
_core.position.set(0, GATE_Y, 0);
_group.add(_core);
}
// Stream-window particles: pre-allocated spheres on a deterministic spiral (a time
// axis inward), each with a link line toward the gate core.
function _buildWindows() {
const THREE = _THREE;
const geo = new THREE.SphereGeometry(0.13, 8, 8);
const golden = Math.PI * (3 - Math.sqrt(5));
for (let i = 0; i < MAX_WIN; i++) {
const t = (i + 1) / MAX_WIN;
const r = 2.6 + (OUT_R - 3.4) * Math.sqrt(t);
const a = i * golden;
const mesh = new THREE.Mesh(
geo,
new THREE.MeshStandardMaterial({ color: C_WIN, emissive: C_WIN, emissiveIntensity: 0.15, transparent: true, opacity: 0.0 }),
);
mesh.position.set(Math.cos(a) * r, 0.5 + 0.6 * Math.sin(t * 6.283), Math.sin(a) * r);
mesh.visible = false;
mesh.userData = { label: "", weight: 0 };
_group.add(mesh);
_winMesh.push(mesh);
const lg = new THREE.BufferGeometry().setFromPoints([mesh.position.clone(), new THREE.Vector3(0, GATE_Y, 0)]);
const lm = new THREE.LineBasicMaterial({ color: C_WIN, transparent: true, opacity: 0.0 });
const line = new THREE.Line(lg, lm);
line.visible = false;
_group.add(line);
_winLine.push(line);
}
}
// =============================================================================
// live data handler
// =============================================================================
function _onData(j) {
const p = (j && typeof j.payload === "object" && j.payload) ? j.payload : j;
const rawLabel = (j && j.label) || (p && p.label) || "MODELED";
S.label = String(rawLabel).toUpperCase();
S.nSteps = typeof p.n_steps === "number" ? p.n_steps : null;
S.drift = typeof p.drift === "number" ? p.drift : null;
S.contamination = typeof p.contamination === "number" ? p.contamination : null;
S.adapt = typeof p.adapt === "boolean" ? p.adapt : null;
S.windows = Array.isArray(p.windows) ? p.windows : null;
const st = (p && typeof p.stream === "object") ? p.stream : {};
S.admits = typeof st.admitted === "number" ? st.admitted : null;
S.gatedOut = typeof st.gated_out === "number" ? st.gated_out : null;
S.detected = typeof st.detected_anomalies === "number" ? st.detected_anomalies : null;
S.trueAnom = typeof st.true_anomalies === "number" ? st.true_anomalies : null;
S.detectionRate = typeof st.detection_rate === "number" ? st.detection_rate : null;
S.fpRate = typeof st.false_positive_rate === "number" ? st.false_positive_rate : null;
S.meanGain = typeof st.mean_adaptation_gain === "number" ? st.mean_adaptation_gain : null;
S.stabilityRate = typeof st.stability_rate === "number" ? st.stability_rate : null;
const g = (p && typeof p.lambda_gate === "object") ? p.lambda_gate : {};
S.meanLambda = typeof g.mean_lambda_advisory === "number" ? g.mean_lambda_advisory : null;
S.admitThresh = typeof g.admit_threshold === "number" ? g.admit_threshold : null;
S.lambdaMax = (g.bounds && typeof g.bounds.max === "number") ? g.bounds.max : null;
S.trust = typeof g.trust === "number" ? g.trust : null;
S.trustCap = typeof g.trust_cap === "number" ? g.trust_cap : null;
const rd = (p && typeof p.receipt_design === "object") ? p.receipt_design : {};
S.receiptSigned = typeof rd.signed === "boolean" ? rd.signed : null;
S.receiptDigest = typeof rd.receipt_preview_digest === "string" ? rd.receipt_preview_digest : null;
_updateScene();
_paint();
}
// =============================================================================
// geometry updater
// =============================================================================
function _updateScene() {
const live = S.state === "live";
if (_gateRing) {
_gateRing.material.color.setHex(live ? C_GATE : C_DIM);
_gateRing.material.opacity = live ? 0.45 : 0.12;
}
// windows: colour by verdict — applied adaptation proof-teal, gated/anomalous grey.
// size ~ adaptation gain; a true-anomaly window is labelled for the top-N ranking.
const win = live && S.windows ? S.windows.slice(0, MAX_WIN) : [];
for (let i = 0; i < MAX_WIN; i++) {
const mesh = _winMesh[i];
const line = _winLine[i];
const w = i < win.length ? win[i] : null;
if (!w) { mesh.visible = false; line.visible = false; mesh.userData.label = ""; mesh.userData.weight = 0; continue; }
mesh.visible = true; line.visible = true;
const applied = !!w.applied;
const anom = !!w.is_anomaly;
const gain = typeof w.adaptation_gain === "number" ? w.adaptation_gain : 0.3;
const score = typeof w.anomaly_score === "number" ? w.anomaly_score : 0;
mesh.userData.label = "w" + (w.id != null ? w.id : i) + (anom ? " ·anomaly" : "");
mesh.userData.weight = anom ? (1 + score) : 0;
const col = applied ? C_ADMIT : C_GATED;
mesh.material.color.setHex(col);
mesh.material.emissive.setHex(col);
mesh.material.emissiveIntensity = applied ? 0.6 : 0.12;
mesh.material.opacity = applied ? 0.95 : 0.4;
mesh.scale.setScalar(0.7 + (applied ? gain : score) * 1.0);
line.material.color.setHex(col);
line.material.opacity = applied ? 0.5 : 0.15;
}
if (_core) {
if (live && S.trust != null) {
_core.material.color.setHex(C_ADMIT);
_core.material.emissive.setHex(C_ADMIT);
_core.material.opacity = 0.85;
_core.scale.setScalar(0.6 + S.trust * 1.0);
} else {
_core.material.color.setHex(C_DIM);
_core.material.emissive.setHex(C_DIM);
_core.material.opacity = 0.3;
_core.scale.setScalar(0.6);
}
}
}
// =============================================================================
// per-frame animation
// =============================================================================
function _onFrame() {
const t = (typeof performance !== "undefined" ? performance.now() : Date.now());
if (_group) _group.rotation.y = Math.sin(t * 0.00007) * 0.12;
if (_gateRing) _gateRing.rotation.y += 0.0015;
if (_core) {
_core.rotation.y += 0.02;
_core.rotation.x += 0.008;
const pulse = 1.0 + 0.1 * Math.sin(t * 0.0035);
const base = (S.state === "live" && S.trust != null) ? (0.6 + S.trust * 1.0) : 0.6;
_core.scale.setScalar(base * pulse);
}
}
// =============================================================================
// showcase overlay (shared helper)
// =============================================================================
function _buildShowcase(ctx) {
_show = createShowcase(ctx, {
id: ID,
title: TITLE,
accent: "#5b8dee",
badge: _badge,
chips: [
{ label: "MODELED", text: "anomaly + adaptation", name: "ca" },
{ label: "STRUCTURAL-ONLY", text: "Λ=Conjecture 1 · receipt design", name: "syn" },
],
legend: ["MODELED", "STRUCTURAL-ONLY"],
description:
"<b>CASTA.</b> A drifting <b>stream</b> of windows (spiral) is scored by the clean-room " +
"SDA detector (khipu-sda-core) for <b>anomalies</b>; a central <b>Λ-gate</b> (the " +
"szl-lambda-gate; Λ = Conjecture 1 — gray, NEVER green) decides which streaming " +
"test-time <b>adaptation</b> updates are safe to apply, REFUSING to adapt to flagged " +
"anomalies. Applied windows glow proof-teal, Λ-gated / anomalous windows stay grey; the " +
"core scales with the capped trust (≤0.97). Nothing here runs a real adaptation loop or " +
"anomaly forest — detection & gains are <b>MODELED</b>.",
citations:
"Tent arXiv:2006.10726 · CoTTA 2203.13591 · EATA 2204.02610 · MEMO 2110.09506 · " +
"Robust Random Cut Forest (PMLR v48 2016) · Isolation Forest (IEEE ICDM 2008). " +
"MODELED/CONJECTURE · not claimed-as. Nothing here is in the locked-8.",
plain: {
html: () =>
"When live data slowly changes, a model can <b>adapt</b> on the fly — but adapting to a " +
"bad or poisoned batch can break it. CASTA watches the stream for <b>anomalies</b> " +
"(the flagged grey dots) and a <b>trust gate</b> in the middle only lets safe updates " +
"through: teal = adapted, grey = refused. The gate is a restraint idea we call Λ — an " +
"honest <b>conjecture</b>, drawn grey, trust never 100%. These are modeled estimates, " +
"not measurements, and nothing is signed just by viewing this page.",
},
});
_f.workload = _show.addField("windows / drift", "workload");
_f.detect = _show.addField("detection rate", "detect");
_f.fp = _show.addField("false-positive rate", "fp");
_f.gain = _show.addField("mean adaptation gain", "gain");
_f.stab = _show.addField("stability rate", "stab");
_f.lambda = _show.addField("mean Λ advisory (gray)", "lambda");
_f.gate = _show.addField("Λ-gate applied / held", "gate");
_f.trust = _show.addField("trust (capped ≤0.97)", "trust");
_f.receipt = _show.addField("adaptation receipt", "receipt");
_f.label = _show.addField("honesty label", "label");
_paint();
}
function _tok(s) {
if (s === "live") return null;
if (s === "missing") return "NO-LIVE-DATA";
if (s === "degraded") return "DEGRADED";
if (s === "error") return "OFFLINE";
return "…";
}
function pct(v, d) { return typeof v === "number" ? (v * 100).toFixed(d) + "%" : "—"; }
function fx(v, d) { return typeof v === "number" ? v.toFixed(d) : "—"; }
function _set(k, v) { if (_f[k]) _f[k].textContent = v; }
function _paint() {
if (!_show) return;
const t = _tok(S.state);
if (_show.setChip) _show.setChip("ca", S.label || "MODELED", { text: "anomaly + adaptation" });
_set("workload", t || (S.nSteps != null || S.drift != null
? (S.nSteps != null ? S.nSteps : "—") + " / " + (S.drift != null ? S.drift : "—") : "—"));
_set("detect", t || (S.detectionRate != null
? pct(S.detectionRate, 1) + (S.trueAnom != null ? " (" + (S.detected != null ? S.detected : "—") + "/" + S.trueAnom + ")" : "") : "—"));
_set("fp", t || pct(S.fpRate, 1));
_set("gain", t || fx(S.meanGain, 3));
_set("stab", t || pct(S.stabilityRate, 1));
_set("lambda", t || (S.meanLambda != null
? fx(S.meanLambda, 3) + (S.lambdaMax != null ? " (max " + S.lambdaMax + ")" : "") : "—"));
_set("gate", t || (S.admits != null || S.gatedOut != null
? (S.admits != null ? S.admits : "—") + " / " + (S.gatedOut != null ? S.gatedOut : "—") : "—"));
_set("trust", t || (S.trust != null ? fx(S.trust, 3) + (S.trustCap != null ? " (≤" + S.trustCap + ")" : "") : "—"));
_set("receipt", t || (S.receiptSigned === false
? "unsigned preview" + (S.receiptDigest ? " " + S.receiptDigest.slice(0, 10) + "…" : "")
: (S.receiptDigest ? S.receiptDigest.slice(0, 10) + "…" : "—")));
_set("label", t || (S.label || "MODELED"));
}
// =============================================================================
// unmount — clean up everything; must not affect other organs
// =============================================================================
export function unmount() {
_polls.forEach((p) => { try { p.stop(); } catch (_) {} }); _polls = [];
try { if (_show) _show.destroy(); } catch (_) {}
try {
if (_group && _stage) {
_group.traverse((o) => {
if (o.geometry && o.geometry.dispose) o.geometry.dispose();
if (o.material) {
const ms = Array.isArray(o.material) ? o.material : [o.material];
ms.forEach((m) => { if (m.dispose) m.dispose(); });
}
});
_stage.scene.remove(_group);
}
} catch (_) {}
_group = _show = null;
_floor = null; _gateRing = null; _core = null; _winMesh = []; _winLine = [];
_f = {}; _badge = null; _frameReg = false;
_stage = _THREE = _ctx = null;
S.label = S.nSteps = S.drift = S.contamination = S.adapt = S.windows = null;
S.admits = S.gatedOut = S.detected = S.trueAnom = S.detectionRate = S.fpRate = null;
S.meanGain = S.stabilityRate = null;
S.meanLambda = S.lambdaMax = S.admitThresh = S.trust = S.trustCap = null;
S.receiptSigned = S.receiptDigest = null;
S.state = "init";
}
export default { id: ID, title: TITLE, endpoints: [EP], mount, unmount };
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