// 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 — stream-window particles let _winLine = []; // Array — 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: "CASTA. A drifting stream of windows (spiral) is scored by the clean-room " + "SDA detector (khipu-sda-core) for anomalies; 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 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 MODELED.", 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 adapt on the fly — but adapting to a " + "bad or poisoned batch can break it. CASTA watches the stream for anomalies " + "(the flagged grey dots) and a trust gate in the middle only lets safe updates " + "through: teal = adapted, grey = refused. The gate is a restraint idea we call Λ — an " + "honest conjecture, 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 };