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| // SPDX-License-Identifier: Apache-2.0 | |
| // © 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 }; | |