// SPDX-License-Identifier: Apache-2.0 // © 2026 Lutar, Stephen P. — SZL Holdings · ORCID 0009-0001-0110-4173 · Doctrine v11 // // surfaces/ctxready.js — CONTEXT-READY TRANSFORMER (CORRECTION-CHAIN UNROLL) // organ for the holographic frontier ring (Mahesh Godavarti, arXiv:2606.27538). // Renders the pre-contextualization + K-unroll mechanism as three live panels: // (1) PPL-PROXY CONVERGENCE CURVE — a row of bars, one per unroll step k, // height ∝ (ppl_proxy[k] − 1); the curve collapses toward 1.0 as the // correction chain settles (seq matches parallel); // (2) POINTER-CHASING LADDER — one tile per composition level; naive K=0 // lights only a shallow fixed depth (staircase), the context-ready // K-unroll lights ALL levels solved; // (3) SEQ-vs-PARALLEL GAP BAR — the MEASURED |parallel_K − sequential| // PPL-proxy residual, shown as a single near-zero bar. // A HUD reports the MEASURED metrics from the live snapshot at // /api/killinchu/v1/ctxready/unroll. Honesty label "MODELED" is read VERBATIM // from the JSON and displayed as-is; it is never upgraded. // // Surface export shape (mirrors keyless.js exactly): // export default { id, title, endpoints, mount(ctx), unmount() } // ctx = { stage, container, live, label, THREE, szl3d } // // DATA SHOWN (all from live endpoint): // L, d, D, k_unroll, levels, ppl_proxy_per_k[...], ppl_proxy_final, // ppl_proxy_sequential, seq_vs_parallel_gap, hidden_residual_final, // levels_solved_k0, levels_solved_kK, pointer_solved_k0[...], // pointer_solved_kK[...] // // LEADERS ADOPTED & CITED (clean-room; NOT claimed as SZL's own; VERIFIED real): // The Context-Ready Transformer — Mahesh Godavarti. arXiv:2606.27538 // https://arxiv.org/abs/2606.27538 // // HONESTY LABELS: MODELED (deterministic reproduction of the pre-contextualization // + K-unroll MECHANISM on a toy synthetic sequence; NOT a trained transformer; // trains nothing; the ppl-proxy convergence, seq_vs_parallel_gap and pointer // levels-solved are MEASURED; NEVER-CLAIMED-AS the paper's A100 speedups or // dataset PPL). Read verbatim from JSON. // COLOURS: lattice-blue 0x5b8dee, violet-blue 0x8a6bff, proof-teal 0x3af4c8, // greys (0x5a6570 / 0x42505d). Purple BANNED as UI/background. // 0 RUNTIME CDN. Vendored three.js via ctx.THREE (page importmap). // DOCTRINE v11: degrades gracefully (grey) on 404/error; honesty label still shown. // Nothing here is in the locked-8. Λ stays Conjecture 1. Trust never 100%. import { createShowcase } from "./_showcase.js"; const ID = "ctxready"; const TITLE = "Context-Ready Transformer"; // Endpoint is hosted on the dedicated killinchu Space (isolated compute), // reached cross-origin (killinchu returns access-control-allow-origin). const EP = "https://szlholdings-killinchu.hf.space/api/killinchu/v1/ctxready/unroll?seed=42&K=10&levels=10"; // data-viz hues — purple BANNED const C_PPL = 0x5b8dee; // lattice-blue (ppl-proxy convergence bars) const C_SOLVE = 0x3af4c8; // proof-teal (pointer level SOLVED) const C_GAP = 0x8a6bff; // violet-blue (seq-vs-parallel gap bar) const C_DIM = 0x42505d; // grey (degraded / no-live-data / unsolved level) const C_ZERO = 0x5a6570; // grey (settled / near-zero cell) const C_GRID = 0x1b3a44; // floor / link colour // layout geometry const PPL_MAX = 24; // cap unroll-step bars rendered const BAR_W = 0.24; // ppl bar width const BAR_GAP = 0.34; // ppl bar pitch const LVL_MAX = 16; // cap pointer-ladder tiles rendered const TILE = 0.30; // pointer tile size const TILE_GAP = 0.40; // pointer tile pitch let _stage = null, _THREE = null, _ctx = null, _group = null, _overlay = null; let _frameReg = false, _polls = [], _el = {}, _badge = null; let _plain = false; let _show = null; // geometry handles let _floor = null; let _pplBars = []; // Array — ppl-proxy convergence bars let _pplGroup = null; let _tilesK0 = []; // Array — pointer ladder, naive K=0 let _tilesKK = []; // Array — pointer ladder, K-unroll let _ladGroup = null; let _barGap = null; // THREE.Mesh — seq-vs-parallel gap bar let _gapGroup = null; // live state const S = { label: null, L: null, d: null, D: null, K: null, // k_unroll levels: null, pplPerK: null, // Array pplFinal: null, // ppl_proxy_final pplSeq: null, // ppl_proxy_sequential gap: null, // seq_vs_parallel_gap residFin: null, // hidden_residual_final solvedK0: null, // levels_solved_k0 solvedKK: null, // levels_solved_kK maskK0: null, // Array<0|1> maskKK: null, // Array<0|1> 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(5, 6, 16); try { if (_stage.controls && _stage.controls.target) { _stage.controls.target.set(2, 1.5, 0); _stage.controls.update(); } } catch (_) {} try { _stage.setBloom(true); } catch (_) {} _buildFloor(); _buildPplBars(); _buildLadder(); _buildGapBar(); if (!_frameReg) { _stage.onFrame(_onFrame); _frameReg = true; } _badge = ctx.live.createBadge(); _polls.push(ctx.live.poll(EP, 5000, _onCtxready, { badge: _badge, onState: (msg) => { S.state = msg.state; _updateAll(); _paintOverlay(); } })); _buildOverlay(); return { id: ID, started: true }; } // ============================================================================= // builders // ============================================================================= function _buildFloor() { const THREE = _THREE; const grid = new THREE.GridHelper(40, 40, C_GRID, 0x0f2027); grid.material.opacity = 0.18; grid.material.transparent = true; grid.position.y = -0.01; _group.add(grid); _floor = grid; } // a row of thin bars, one per unroll step k; height ∝ (ppl_proxy[k] − 1). function _buildPplBars() { const THREE = _THREE; _pplGroup = new THREE.Group(); _pplGroup.position.set(-3.4, 0, 0.0); _group.add(_pplGroup); const geo = new THREE.BoxGeometry(BAR_W, 1.0, BAR_W); for (let i = 0; i < PPL_MAX; i++) { const mesh = new THREE.Mesh( geo, new THREE.MeshStandardMaterial({ color: C_PPL, emissive: C_PPL, emissiveIntensity: 0.35, transparent: true, opacity: 0.9 }), ); mesh.position.set(i * BAR_GAP, 0.025, 0); mesh.scale.y = 0.05; mesh.visible = false; _pplGroup.add(mesh); _pplBars.push(mesh); } } // two parallel columns of tiles (K=0 row and K-unroll row), one tile per level. function _buildLadder() { const THREE = _THREE; _ladGroup = new THREE.Group(); _ladGroup.position.set(0.2, 0.05, 2.6); _group.add(_ladGroup); const geo = new THREE.PlaneGeometry(TILE, TILE); function makeCol(offsetZ, arr) { for (let i = 0; i < LVL_MAX; i++) { const mesh = new THREE.Mesh( geo, new THREE.MeshBasicMaterial({ color: C_DIM, transparent: true, opacity: 0.0, side: THREE.DoubleSide }), ); mesh.rotation.x = -Math.PI / 2; mesh.position.set(i * TILE_GAP, 0.02, offsetZ); mesh.visible = false; _ladGroup.add(mesh); arr.push(mesh); } } makeCol(0.0, _tilesK0); makeCol(TILE_GAP + 0.3, _tilesKK); } // single bar for the seq-vs-parallel PPL-proxy gap (should be ~0). function _buildGapBar() { const THREE = _THREE; _gapGroup = new THREE.Group(); _gapGroup.position.set(5.0, 0, 0.0); _group.add(_gapGroup); const geo = new THREE.BoxGeometry(0.7, 1.0, 0.7); _barGap = new THREE.Mesh( geo, new THREE.MeshStandardMaterial({ color: C_GAP, emissive: C_GAP, emissiveIntensity: 0.35, transparent: true, opacity: 0.9 }), ); _barGap.position.set(0, 0.025, 0); _barGap.scale.y = 0.05; _gapGroup.add(_barGap); } // ============================================================================= // live data handler // ============================================================================= function _onCtxready(j) { // read honesty label VERBATIM — never upgrade. handle top-level 'label' OR // nested 'payload.label' to match our own module's shape. const lbl = (j && j.label != null) ? j.label : (j && j.payload && j.payload.label != null) ? j.payload.label : "MODELED"; const src = (j && j.payload && typeof j.payload === "object") ? j.payload : j; S.label = String(lbl).toUpperCase(); S.L = typeof src.L === "number" ? src.L : null; S.d = typeof src.d === "number" ? src.d : null; S.D = typeof src.D === "number" ? src.D : null; S.K = typeof src.k_unroll === "number" ? src.k_unroll : null; S.levels = typeof src.levels === "number" ? src.levels : null; S.pplFinal = typeof src.ppl_proxy_final === "number" ? src.ppl_proxy_final : null; S.pplSeq = typeof src.ppl_proxy_sequential === "number" ? src.ppl_proxy_sequential : null; S.gap = typeof src.seq_vs_parallel_gap === "number" ? src.seq_vs_parallel_gap : null; S.residFin = typeof src.hidden_residual_final === "number" ? src.hidden_residual_final : null; S.solvedK0 = typeof src.levels_solved_k0 === "number" ? src.levels_solved_k0 : null; S.solvedKK = typeof src.levels_solved_kK === "number" ? src.levels_solved_kK : null; S.pplPerK = Array.isArray(src.ppl_proxy_per_k) ? src.ppl_proxy_per_k : null; S.maskK0 = Array.isArray(src.pointer_solved_k0) ? src.pointer_solved_k0 : null; S.maskKK = Array.isArray(src.pointer_solved_kK) ? src.pointer_solved_kK : null; _updateAll(); _paintOverlay(); } // ============================================================================= // geometry updaters // ============================================================================= function _updateAll() { _updatePplBars(); _updateLadder(); _updateGapBar(); } // ppl-proxy per k: height ∝ (value − 1), so a settled chain (→1) flattens. function _updatePplBars() { const live = S.state === "live"; const arr = (live && Array.isArray(S.pplPerK)) ? S.pplPerK : []; // find max (value − 1) for normalization let amax = 0.0; for (let i = 0; i < arr.length; i++) { const v = Math.max(0.0, arr[i] - 1.0); if (v > amax) amax = v; } if (amax <= 0.0) amax = 1.0; for (let i = 0; i < PPL_MAX; i++) { const mesh = _pplBars[i]; if (!live || i >= arr.length) { mesh.visible = false; continue; } mesh.visible = true; const excess = Math.max(0.0, arr[i] - 1.0); const h = Math.max(0.06, (excess / amax) * 3.0); mesh.scale.y = h; mesh.position.y = h * 0.5; const settled = excess < 0.005; const color = settled ? C_ZERO : C_PPL; mesh.material.color.setHex(color); mesh.material.emissive.setHex(color); mesh.material.emissiveIntensity = settled ? 0.15 : 0.4; mesh.material.opacity = settled ? 0.5 : 0.92; } } // pointer ladder: teal tile = solved, grey tile = unsolved. function _paintCol(arr, mask) { const live = S.state === "live"; const n = (live && Array.isArray(mask)) ? Math.min(mask.length, LVL_MAX) : 0; for (let i = 0; i < LVL_MAX; i++) { const mesh = arr[i]; if (!live || i >= n) { mesh.visible = false; continue; } mesh.visible = true; const solved = mask[i] === 1 || mask[i] === true; const color = solved ? C_SOLVE : C_DIM; mesh.material.color.setHex(color); mesh.material.opacity = solved ? 0.9 : 0.32; } } function _updateLadder() { _paintCol(_tilesK0, S.maskK0); _paintCol(_tilesKK, S.maskKK); } // gap bar: height ∝ seq_vs_parallel_gap (near-zero when they match). function _updateGapBar() { const live = S.state === "live"; if (!_barGap) return; if (!live || S.gap == null) { _barGap.material.color.setHex(C_DIM); _barGap.material.emissive.setHex(C_DIM); _barGap.material.opacity = 0.3; _barGap.scale.y = 0.05; _barGap.position.y = 0.025; return; } // gap is tiny; amplify for visibility but floor at a visible sliver. const h = Math.max(0.06, Math.min(3.0, S.gap * 300.0)); _barGap.scale.y = h; _barGap.position.y = h * 0.5; const tiny = S.gap < 1e-3; const color = tiny ? C_ZERO : C_GAP; _barGap.material.color.setHex(color); _barGap.material.emissive.setHex(color); _barGap.material.emissiveIntensity = tiny ? 0.15 : 0.4; _barGap.material.opacity = tiny ? 0.5 : 0.92; } // ============================================================================= // per-frame animation // ============================================================================= function _onFrame() { const t = performance.now(); if (_group) _group.rotation.y = Math.sin(t * 0.00008) * 0.12; } // ============================================================================= // overlay // ============================================================================= function _buildOverlay() { const ctx = _ctx; _overlay = document.createElement("div"); Object.assign(_overlay.style, { position: "absolute", left: "14px", top: "14px", zIndex: "6", display: "flex", flexDirection: "column", gap: "8px", maxWidth: "min(94%,470px)", font: "12px ui-sans-serif,system-ui,Segoe UI,Roboto,Arial", color: "#eef3f6", }); const h = document.createElement("div"); h.style.cssText = "font:600 13px ui-sans-serif,system-ui;letter-spacing:.4px"; h.textContent = TITLE; _overlay.appendChild(h); const sub = document.createElement("div"); sub.style.cssText = "color:#9fb1bf;font-size:11px;line-height:1.55"; sub.innerHTML = 'The Context-Ready Transformer pre-contextualizes each token: a correction network mixes the ' + 'previous position\u2019s block-output (a cached summary of past context) into the current token embedding ' + 'before the block runs \u2014 x[t] = e[t] + \u03b1\u00b7C\u00b7h[t\u22121]. Unrolled K times over the full ' + 'sequence in parallel, the correction chain converges to the exact left-to-right recurrent solution. ' + 'Panels: the per-step PPL-proxy convergence curve (collapses toward 1.0), the pointer-chasing ' + 'ladder (naive K=0 lights only a shallow depth \u2014 the staircase \u2014 while the K-unroll lights all levels ' + 'solved), and the seq-vs-parallel gap bar (\u2248 0). Honesty label MODELED (deterministic ' + 'mechanism reproduction on a toy sequence; trains nothing). 0 runtime CDN.'; _overlay.appendChild(sub); const brow = document.createElement("div"); brow.style.cssText = "display:flex;gap:8px;align-items:center;flex-wrap:wrap"; if (_badge && _badge.el) brow.appendChild(_badge.el); _overlay.appendChild(brow); const card = document.createElement("div"); card.style.cssText = "background:#0a1117;border:1px solid #1d2a36;border-radius:9px;padding:9px 10px;display:flex;flex-direction:column;gap:6px"; const chead = document.createElement("div"); chead.style.cssText = "display:flex;align-items:center;gap:8px;flex-wrap:wrap"; const dot = document.createElement("span"); dot.style.cssText = "width:9px;height:9px;border-radius:50%;background:#3af4c8;box-shadow:0 0 7px #3af4c8"; const nm = document.createElement("b"); nm.style.cssText = "font-size:12px;color:#3af4c8;letter-spacing:.3px"; nm.textContent = "context-ready \u00b7 correction-chain unroll"; chead.appendChild(dot); chead.appendChild(nm); card.appendChild(chead); const grid = document.createElement("div"); grid.style.cssText = "display:grid;grid-template-columns:1fr;gap:4px"; function kpiRow(id, label) { const r = document.createElement("div"); r.style.cssText = "display:flex;justify-content:space-between;gap:10px;font-size:11px"; const l = document.createElement("span"); l.style.cssText = "color:#9fb1bf"; l.textContent = label; const v = document.createElement("b"); v.id = id; v.style.cssText = "font-variant-numeric:tabular-nums;color:#eef3f6;text-align:right;max-width:56%"; v.textContent = "\u2014"; _el[id] = v; r.appendChild(l); r.appendChild(v); return r; } grid.appendChild(kpiRow("cr-dims", "sequence (L \u00d7 d), block depth D")); grid.appendChild(kpiRow("cr-k", "unroll steps K")); grid.appendChild(kpiRow("cr-pplfin", "PPL-proxy \u2014 parallel K-unroll (MEASURED)")); grid.appendChild(kpiRow("cr-pplseq", "PPL-proxy \u2014 sequential recurrence")); grid.appendChild(kpiRow("cr-gap", "seq-vs-parallel gap (\u2248 0)")); grid.appendChild(kpiRow("cr-resid", "hidden residual @ K (settling)")); grid.appendChild(kpiRow("cr-levels", "pointer-chasing levels")); grid.appendChild(kpiRow("cr-solvk0", "levels solved \u2014 naive K=0 (staircase)")); grid.appendChild(kpiRow("cr-solvkk", "levels solved \u2014 context-ready K-unroll")); grid.appendChild(kpiRow("cr-label", "honesty label")); card.appendChild(grid); const fn = document.createElement("div"); fn.style.cssText = "font-size:9.5px;color:#6b7a86;line-height:1.5"; fn.textContent = "Context-Ready Transformer \u2014 Mahesh Godavarti, \u201cThe Context-Ready Transformer\u201d arXiv:2606.27538 (arxiv.org/abs/2606.27538). MODELED \u00b7 correction-chain demo on a toy sequence, not a trained transformer; no A100 speedups or dataset PPL reproduced."; card.appendChild(fn); _overlay.appendChild(card); const pl = document.createElement("button"); pl.textContent = "\u25d1 what this means"; pl.title = "Toggle plain-language explanation for investors & consumers."; pl.style.cssText = "font:11px ui-monospace,monospace;padding:5px 11px;border-radius:7px;border:1px solid #3af4c8;background:#08140f;color:#3af4c8;cursor:pointer;width:fit-content"; pl.addEventListener("click", () => { _plain = !_plain; pl.style.background = _plain ? "#0f2a20" : "#08140f"; _applyPlain(); }); _overlay.appendChild(pl); const pd = document.createElement("div"); pd.id = "cr-plain"; pd.style.cssText = "font-size:10.5px;color:#c9d6df;line-height:1.55;border:1px dashed #26333f;border-radius:7px;padding:7px 9px;display:none"; _el["plain"] = pd; _overlay.appendChild(pd); // Fold the legacy panel into the shared showcase overlay (surfaces/_showcase.js): // title + live badge + doctrine legend live in the always-visible chrome; the // descriptive text + KPI card become the collapsible body so the 3D scene is the star. _show = createShowcase(_ctx, { id: ID, title: TITLE, accent: "#5b8dee", badge: _badge, legend: true, }); _overlay.style.position = "static"; _overlay.style.left = _overlay.style.top = "auto"; _overlay.style.maxWidth = "none"; _overlay.style.font = "inherit"; if (_overlay.firstChild) _overlay.removeChild(_overlay.firstChild); // drop duplicate title _show.body.appendChild(_overlay); _paintOverlay(); } function _applyPlain() { const pd = _el["plain"]; if (!pd) return; pd.style.display = _plain ? "block" : "none"; if (!_plain) return; const k = S.K != null ? String(S.K) : "loading\u2026"; const gap = S.gap != null ? S.gap.toFixed(4) : "loading\u2026"; const s0 = S.solvedK0 != null ? String(S.solvedK0) : "loading\u2026"; const sk = S.solvedKK != null ? String(S.solvedKK) : "loading\u2026"; const lv = S.levels != null ? String(S.levels) : "loading\u2026"; pd.innerHTML = "What this means: Normally a language model must read a word, then run it through several thick layers " + "to figure out what it means in context. The Context-Ready Transformer does the opposite: before a word " + "even enters the block, it pre-mixes in a short summary of everything that came before \u2014 so the word " + "arrives already \u201ccontext-ready.\u201d To train it, that mixing step is repeated K times across the whole " + "sentence at once (here K=" + k + "). We watch a settling number (a perplexity stand-in) drop toward 1.0 " + "as the repeats converge, and confirm that doing it one-word-at-a-time (like a live chatbot) gives the same " + "answer \u2014 the difference here is just " + gap + ". On a \u201cfollow-the-pointer\u201d puzzle with " + lv + " chained hops, a naive single pass solves only " + s0 + ", but the repeated correction solves " + sk + " of them. This view is a MODELED deterministic reproduction of that MECHANISM on a tiny synthetic " + "sequence \u2014 it trains no model and runs no GPU. The paper\u2019s headline results \u2014 a 1.7\u00d7\u20132.6\u00d7 " + "speedup on an A100 and its dataset perplexity numbers \u2014 are claims about real training runs the " + "estate does not independently verify."; } 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 "\u2026"; } function fx(v, d) { return typeof v === "number" ? v.toFixed(d) : "\u2014"; } function _set(id, v) { if (_el[id]) _el[id].textContent = v; } function _paintOverlay() { const t = _tok(S.state); _set("cr-dims", t || ((S.L != null && S.d != null && S.D != null) ? (S.L + " \u00d7 " + S.d + ", D=" + S.D) : "\u2014")); _set("cr-k", t || (S.K != null ? String(S.K) : "\u2014")); _set("cr-pplfin", t || fx(S.pplFinal, 4)); _set("cr-pplseq", t || fx(S.pplSeq, 4)); _set("cr-gap", t || fx(S.gap, 4)); _set("cr-resid", t || fx(S.residFin, 5)); _set("cr-levels", t || (S.levels != null ? String(S.levels) : "\u2014")); _set("cr-solvk0", t || (S.solvedK0 != null ? String(S.solvedK0) : "\u2014")); _set("cr-solvkk", t || (S.solvedKK != null ? String(S.solvedKK) : "\u2014")); // honesty label verbatim — never upgraded _set("cr-label", t || (S.label || "MODELED")); if (_plain) _applyPlain(); } // ============================================================================= // 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 = _overlay = _show = null; _floor = null; _pplBars = []; _pplGroup = null; _tilesK0 = []; _tilesKK = []; _ladGroup = null; _barGap = null; _gapGroup = null; _el = {}; _badge = null; _plain = false; _frameReg = false; _stage = _THREE = _ctx = null; S.label = S.L = S.d = S.D = S.K = S.levels = null; S.pplPerK = S.pplFinal = S.pplSeq = S.gap = S.residFin = null; S.solvedK0 = S.solvedKK = S.maskK0 = S.maskKK = null; S.state = "init"; } export default { id: ID, title: TITLE, endpoints: [EP], mount, unmount };