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<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>eMoE v12 — Routing & z-Geometry</title>
    <!-- Load Three.js and OrbitControls -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/three.js/r128/three.min.js"></script>
    <script src="https://cdn.jsdelivr.net/npm/three@0.128.0/examples/js/controls/OrbitControls.js"></script>
    <style>
        body { margin: 0; overflow: hidden; background: #0f172a; color: #f8fafc; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; display: flex; height: 100vh; }
        
        /* Sidebar Layout */
        #sidebar { width: 440px; background: #1e293b; padding: 20px; overflow-y: auto; border-right: 1px solid #334155; display: flex; flex-direction: column; gap: 20px; box-sizing: border-box; z-index: 10; }
        
        /* Custom scrollbar for sidebar */
        #sidebar::-webkit-scrollbar { width: 6px; }
        #sidebar::-webkit-scrollbar-thumb { background: rgba(255,255,255,0.2); border-radius: 3px; }

        #canvas-container { flex-grow: 1; position: relative; background: #0f172a; cursor: crosshair; }
        
        /* Interactive Controls */
        .control-box { background: #0f172a; padding: 15px; border-radius: 8px; border: 1px solid #334155; }
        .slider-container { display: flex; align-items: center; gap: 10px; margin-bottom: 5px; }
        input[type=range] { flex-grow: 1; accent-color: #38bdf8; cursor: pointer; }
        
        /* Table Styles */
        table { width: 100%; border-collapse: collapse; font-size: 0.85rem; background: #0f172a; border-radius: 8px; overflow: hidden; border: 1px solid #334155;}
        th { text-align: left; color: #94a3b8; padding: 10px; background: #1e293b; border-bottom: 1px solid #334155;}
        td { padding: 10px; border-bottom: 1px solid #334155; }
        tr { transition: background 0.2s; }
        .active-row-exec { background: rgba(244, 63, 94, 0.15); border-left: 3px solid #f43f5e; }
        .active-row-know { background: rgba(59, 130, 246, 0.15); border-left: 3px solid #3b82f6; }
        .active-row-open { background: rgba(234, 179, 8, 0.15); border-left: 3px solid #eab308; }
        
        /* Selected Task Panel */
        #task-panel { display: none; background: #0f172a; border-radius: 8px; padding: 15px; border: 1px solid #334155; animation: fadeIn 0.3s ease; }
        #task-panel h3 { margin: 0 0 10px 0; font-size: 1rem; color: #38bdf8; }
        .badge { display: inline-block; padding: 4px 8px; border-radius: 4px; font-size: 0.75rem; font-weight: bold; margin-bottom: 10px; color: #fff;}
        .prompt-text { font-style: italic; color: #cbd5e1; font-size: 0.9rem; margin-bottom: 15px; background: rgba(255,255,255,0.05); padding: 10px; border-radius: 4px; border-left: 3px solid #64748b;}
        
        /* Graphical Flowchart Styles */
        .flow-node { display: flex; align-items: flex-start; gap: 12px; background: #1e293b; padding: 12px 14px; border-radius: 6px; border: 1px solid #334155; border-left-width: 4px; border-left-color: #64748b; margin: 0; }
        .flow-icon { font-size: 1.25rem; opacity: 0.9; margin-top: 2px; }
        .flow-content { display: flex; flex-direction: column; width: 100%; }
        .flow-content strong { font-size: 0.85rem; color: #f8fafc; margin-bottom: 4px;}
        .flow-content span { font-size: 0.75rem; color: #cbd5e1; line-height: 1.3;}
        .flow-arrow { text-align: center; font-size: 1.2rem; color: #475569; margin: 4px 0; line-height: 1; font-weight: bold; }

        /* Multi-Expert Loop Specifics */
        .sub-steps { margin-top: 8px; padding-top: 8px; border-top: 1px solid rgba(255,255,255,0.1); display: flex; flex-direction: column; gap: 6px; }
        .sub-step { position: relative; padding-left: 14px; font-size: 0.75rem; color: #94a3b8; line-height: 1.3; }
        .sub-step::before { content: '↳'; position: absolute; left: 0; top: 0; color: #64748b; font-weight: bold; }
        .sub-highlight { color: #e2e8f0; font-weight: 500; }

        .instructions { position: absolute; top: 20px; left: 20px; font-size: 0.85rem; color: #94a3b8; pointer-events: none; background: rgba(15,23,42,0.8); padding: 8px 12px; border-radius: 4px; border: 1px solid #334155;}
        
        @keyframes fadeIn { from { opacity: 0; transform: translateY(5px); } to { opacity: 1; transform: translateY(0); } }
    </style>
</head>
<body>

    <div id="sidebar">
        <h2 style="margin-bottom:2px;">eMoE v12 — Routing Engine</h2><div style="font-size:0.72rem;color:#64748b;font-family:monospace;margin-bottom:4px;">frozen 190M base (VAL 1.66) &middot; 9.20M hyper (VAL ~2.84) &middot; d_z 768 &middot; 64 sites</div>
        
        <div class="control-box" style="border-color:#1e3a5f;">
            <div style="font-size:0.85rem;font-weight:600;margin-bottom:8px;color:#f8fafc;">Three pillars</div>
            <div style="font-size:0.72rem;color:#cbd5e1;line-height:1.5;">
              <span style="color:#38bdf8;">1. Frozen base</span> 190M FFT-hybrid (4 attn + 8 spectral). Never adapted.<br>
              <span style="color:#38bdf8;">2. Hypernetwork</span> 9.20M. z &rarr; FiLM (envelope/gain) + LoRA (kernel-gen MLP) at 64 sites. No dense &Delta;W.<br>
              <span style="color:#38bdf8;">3. Runtime harness</span> deterministic: gate &rarr; OOD controller &rarr; RAG &rarr; mint/verify/escalate. &alpha; backstop 0.8 (fixed).
            </div>
        </div>

        <div class="control-box">
            <div style="font-size: 0.85rem; font-weight: 600; margin-bottom: 8px; color:#f8fafc;">z-Geometry (1769 tasks &rarr; 1504 clusters)</div>
            <div class="slider-container">
                <span style="font-size:0.75rem; color:#94a3b8;">Uniform</span>
                <input type="range" id="clump-slider" min="0" max="1" step="0.01" value="0.46">
                <span style="font-size:0.75rem; color:#94a3b8;">Clumped</span>
            </div>
            <p id="status-text" style="font-size: 0.78rem; color: #38bdf8; margin: 5px 0 0 0; font-family: monospace;">spread set &mdash; click a dot to see its controller decision</p><div style="font-size:0.68rem;color:#64748b;font-family:monospace;margin-top:6px;line-height:1.5;">in-dist p90 = <span style="color:#3b82f6;">0.287</span> &rarr; RAG on<br>in-dist p95 = <span style="color:#f43f5e;">0.308</span> &rarr; escalate (k&le;5)</div>
        </div>

        <table>
            <thead><tr><th>Family</th><th>Verifier rung</th><th>k</th></tr></thead>
            <tbody id="routing-table">
                <tr id="row-exec"><td><span style="color:#f43f5e;"></span> Exec</td><td>exec.compile (parse)</td><td>1 &rarr; k</td></tr>
                <tr id="row-know"><td><span style="color:#3b82f6;"></span> Knowledge</td><td>rag.match (overlap)</td><td>1 &rarr; k</td></tr>
                <tr id="row-open"><td><span style="color:#eab308;"></span> Open</td><td>open &rarr; &alpha; backstop</td><td>1</td></tr>
            </tbody>
        </table>
        
        <div id="task-panel">
            <h3>Selected Prompt Routing</h3>
            <div id="task-badge" class="badge"></div>
            <div id="task-prompt" class="prompt-text"></div>
            
            <div style="font-size: 0.85rem; font-weight: bold; margin-bottom: 12px; color:#94a3b8; border-bottom: 1px solid #334155; padding-bottom: 6px;">Pipeline Execution Details</div>
            <div id="ladder-steps">
                <!-- Dynamically injected flowchart -->
            </div>
        </div>
    </div>

    <div id="canvas-container">
        <div class="instructions">Left Click + Drag to rotate | Scroll to zoom | <b>Click ON OR NEAR any dot to select</b></div>
    </div>

    <script>
        // --- 1. Scene Setup ---
        const container = document.getElementById('canvas-container');
        const scene = new THREE.Scene();
        scene.fog = new THREE.FogExp2(0x0f172a, 0.15);

        const SIDEBAR_WIDTH = 440;
        const camera = new THREE.PerspectiveCamera(45, (window.innerWidth - SIDEBAR_WIDTH) / window.innerHeight, 0.1, 100);
        camera.position.set(2, 1.5, 3.5);

        const renderer = new THREE.WebGLRenderer({ antialias: true, alpha: true });
        renderer.setSize(window.innerWidth - SIDEBAR_WIDTH, window.innerHeight);
        renderer.setPixelRatio(window.devicePixelRatio);
        container.appendChild(renderer.domElement);

        const controls = new THREE.OrbitControls(camera, renderer.domElement);
        controls.enableDamping = true;
        controls.dampingFactor = 0.05;
        controls.enablePan = false;
        controls.minDistance = 1.5;
        controls.maxDistance = 6;

        // Base Wireframe Sphere
        const sphereGeo = new THREE.SphereGeometry(1, 32, 32);
        const sphereMat = new THREE.MeshBasicMaterial({ color: 0x334155, wireframe: true, transparent: true, opacity: 0.2 });
        const wireframeSphere = new THREE.Mesh(sphereGeo, sphereMat);
        scene.add(wireframeSphere);

        // --- 2. Data Generation ---
        const NUM_POINTS = 1769;  // v12: 1769 tasks (1504 train clusters / 265 val)
        
        const families = [
            { id: 'exec', name: 'Exec-Verifiable', color: new THREE.Color(0xf43f5e), hex: '#f43f5e', pole: new THREE.Vector3(1, 1, 1).normalize() },
            { id: 'know', name: 'Knowledge-Factual', color: new THREE.Color(0x3b82f6), hex: '#3b82f6', pole: new THREE.Vector3(-1, 0.5, -1).normalize() },
            { id: 'open', name: 'Open-Ended', color: new THREE.Color(0xeab308), hex: '#eab308', pole: new THREE.Vector3(0.5, -1, -0.5).normalize() }
        ];

        // Dummy prompts to simulate real user requests
        const promptExamples = {
            'exec': [
                "Write a Python script to parse a CSV file and output JSON.",
                "Generate a SQL query to join the customers and orders tables.",
                "Write a regex pattern to extract valid IPv4 addresses.",
                "Write a C++ function to calculate the Fibonacci sequence.",
                "Calculate the surface area of a cylinder with radius 5 and height 10."
            ],
            'know': [
                "Explain the biological mechanism of CRISPR-Cas9.",
                "Summarize the economic causes of the 1973 oil crisis.",
                "What are the exceptions to the privity of contract rule?",
                "Describe the process of photosynthesis in C4 plants.",
                "What were the primary outcomes of the Council of Trent?"
            ],
            'open': [
                "Write a formal email declining a vendor's software proposal.",
                "Translate this poem from English to French.",
                "Write a short sci-fi story about a sentient coffee machine.",
                "Draft a polite out-of-office autoreply.",
                "Rewrite this paragraph to sound more professional."
            ]
        };

        const pointsData = [];
        
        for (let i = 0; i < NUM_POINTS; i++) {
            // Assign family distribution (roughly 55% Exec, 25% Know, 20% Open)
            let fIdx = 0; 
            const rand = Math.random();
            if (rand > 0.55 && rand < 0.80) fIdx = 1; 
            else if (rand >= 0.80) fIdx = 2; 
            
            const fam = families[fIdx];

            // Uniform random point on sphere (Base position)
            const u = Math.random(), v = Math.random();
            const theta = u * 2.0 * Math.PI;
            const phi = Math.acos(2.0 * v - 1.0);
            const basePos = new THREE.Vector3(Math.sin(phi)*Math.cos(theta), Math.sin(phi)*Math.sin(theta), Math.cos(phi));

            // Target pole with jitter for clustering
            const jitter = new THREE.Vector3((Math.random()-0.5)*0.5, (Math.random()-0.5)*0.5, (Math.random()-0.5)*0.5);
            const targetPos = fam.pole.clone().add(jitter).normalize();

            const promptList = promptExamples[fam.id];
            const randomPrompt = promptList[Math.floor(Math.random() * promptList.length)];

            pointsData.push({
                index: i,
                family: fam,
                prompt: randomPrompt,
                base: basePos,
                target: targetPos,
                current: new THREE.Vector3(),
            });
        }

        // Create Point Cloud
        const geometry = new THREE.BufferGeometry();
        const positions = new Float32Array(NUM_POINTS * 3);
        const colorArray = new Float32Array(NUM_POINTS * 3);

        for (let i = 0; i < NUM_POINTS; i++) {
            colorArray[i*3] = pointsData[i].family.color.r;
            colorArray[i*3+1] = pointsData[i].family.color.g;
            colorArray[i*3+2] = pointsData[i].family.color.b;
        }

        geometry.setAttribute('position', new THREE.BufferAttribute(positions, 3));
        geometry.setAttribute('color', new THREE.BufferAttribute(colorArray, 3));

        const material = new THREE.PointsMaterial({ size: 0.06, vertexColors: true, transparent: true, opacity: 0.8, blending: THREE.AdditiveBlending });
        const pointCloud = new THREE.Points(geometry, material);
        scene.add(pointCloud);

        // Highlight marker for clicked point
        const markerGeo = new THREE.SphereGeometry(0.04, 16, 16);
        const markerMat = new THREE.MeshBasicMaterial({ color: 0xffffff });
        const marker = new THREE.Mesh(markerGeo, markerMat);
        marker.visible = false;
        scene.add(marker);


        // --- 3. Interaction & Logic ---
        
        // Slider Logic (Clumping)
        const slider = document.getElementById('clump-slider');
        const statusTxt = document.getElementById('status-text');

        function updatePoints() {
            const t = parseFloat(slider.value); // 0 to 1
            
            if (t < 0.15) statusTxt.innerText = `Mean Cosine: ${t.toFixed(2)} (Uniform/Random)`;
            else if (t < 0.75) statusTxt.innerText = `Mean Cosine: ${t.toFixed(2)} (Healthy Spread)`;
            else statusTxt.innerText = `Mean Cosine: ${t.toFixed(2)} (Mode Collapse/Clumped)`;

            const positionsAttribute = geometry.attributes.position;
            for (let i = 0; i < NUM_POINTS; i++) {
                const data = pointsData[i];
                data.current.copy(data.base).lerp(data.target, t).normalize(); // Slerp approximation
                positionsAttribute.setXYZ(i, data.current.x, data.current.y, data.current.z);
            }
            positionsAttribute.needsUpdate = true;
            
            // Hide marker if space changes
            marker.visible = false;
            document.getElementById('task-panel').style.display = 'none';
            clearTableHighlights();
        }

        slider.addEventListener('input', updatePoints);
        updatePoints(); // Init

        // Native ThreeJS Raycasting (Restored and fixed)
        const raycaster = new THREE.Raycaster();
        raycaster.params.Points.threshold = 0.04; // Very generous hitbox for easy clicking
        const mouse = new THREE.Vector2();

        function clearTableHighlights() {
            document.getElementById('row-exec').className = '';
            document.getElementById('row-know').className = '';
            document.getElementById('row-open').className = '';
        }

        container.addEventListener('pointerdown', (event) => {
            const rect = renderer.domElement.getBoundingClientRect();
            mouse.x = ( (event.clientX - rect.left) / rect.width ) * 2 - 1;
            mouse.y = - ( (event.clientY - rect.top) / rect.height ) * 2 + 1;

            raycaster.setFromCamera(mouse, camera);
            const intersects = raycaster.intersectObject(pointCloud);

            if (intersects.length > 0) {
                // Grab the actual index from the BufferGeometry array
                const index = intersects[0].index;
                const task = pointsData[index];

                marker.position.copy(task.current);
                marker.visible = true;
                showTaskDetails(task);
            }
        });

        function showTaskDetails(task) {
            const panel = document.getElementById('task-panel');
            const badge = document.getElementById('task-badge');
            const promptStr = document.getElementById('task-prompt');
            const stepsContainer = document.getElementById('ladder-steps');
            
            panel.style.display = 'block';
            clearTableHighlights();
            document.getElementById(`row-${task.family.id}`).className = `active-row-${task.family.id}`;

            const hexColor = task.family.hex;
            badge.innerText = task.family.name;
            badge.style.backgroundColor = hexColor;
            promptStr.innerText = `"${task.prompt}"`;

            let best = -1;
            for (const fam of families) best = Math.max(best, task.current.dot(fam.pole));
            const dist = 1 - best;
            const ragOn = dist >= 0.287, escalate = dist >= 0.308;
            const distCol = escalate ? '#f43f5e' : (ragOn ? '#eab308' : '#22c55e');
            let ctrl = `
                <div class="flow-node" style="border-left-color:${distCol}; margin-bottom:10px;">
                    <div class="flow-icon">\ud83d\udccd</div>
                    <div class="flow-content">
                        <strong>OOD controller &mdash; distance = <span style="color:${distCol}">${dist.toFixed(3)}</span></strong>
                        <span>nearest-cluster cosine distance (novelty, not trust).</span>
                        <div class="sub-steps">
                            <div class="sub-step"><b>vs &tau;_rag_on 0.287:</b> ${ragOn ? '<span style="color:#eab308">RAG ON</span> (lean on retrieval)' : '<span style="color:#22c55e">RAG OFF</span> (in-distribution)'}</div>
                            <div class="sub-step"><b>vs &tau;_k_escalate 0.308:</b> ${escalate ? '<span style="color:#f43f5e">k &le; 5</span> (escalate experts)' : 'k = 1 (single confident mint)'}</div>
                            <div class="sub-step"><b>&alpha;:</b> 0.8 fixed &mdash; distance does NOT scale the adapter.</div>
                        </div>
                    </div>
                </div>
                <div class="flow-arrow">\u2193</div>
            `;

            // Common Step 1: Universal Minting (NO Rephrasing)
            let html = ctrl + `
                <div class="flow-node">
                    <div class="flow-icon">🧠</div>
                    <div class="flow-content">
                        <strong>Mint expert</strong>
                        <span>BGE-encoded descriptor → <span class="sub-highlight">z</span> → hypernetwork mints FiLM+LoRA deltas at 64 sites (no dense ΔW).</span>
                    </div>
                </div>
                <div class="flow-arrow"></div>
            `;
            
            if (task.family.id === 'exec') {
                html += `
                <div class="flow-node" style="border-left-color: ${hexColor}">
                    <div class="flow-icon">🔄</div>
                    <div class="flow-content">
                        <strong>Multi-Expert Verifier Loop</strong>
                        <span>Synthesize <span class="sub-highlight">k variant adapters</span> for frozen base.</span>
                        <div class="sub-steps">
                            <div class="sub-step"><b>Degeneracy Pre-filter:</b> Fast-fail empty/looping generations to save compute.</div>
                            <div class="sub-step"><b>Static Checker:</b> Code goes to compiler/sandbox. Math/Regex goes to rigid regex format parsers (e.g. extracting final numeric values).</div>
                            <div class="sub-step"><b>Stop Condition:</b> Halt execution immediately on first output that parses/compiles successfully (Exit Code 0).</div>
                        </div>
                    </div>
                </div>
                <div class="flow-arrow" style="color: ${hexColor}"></div>
                <div class="flow-node" style="border-color: ${hexColor}; border-left-color: ${hexColor}; background: rgba(244, 63, 94, 0.1);">
                    <div class="flow-icon" style="opacity:1;"></div>
                    <div class="flow-content">
                        <strong style="color: #fff">Selection complete</strong>
                        <span>Deterministically correct output returned.</span>
                    </div>
                </div>
                `;
            } 
            else if (task.family.id === 'know') {
                html += `
                <div class="flow-node" style="border-left-color: ${hexColor}">
                    <div class="flow-icon">📚</div>
                    <div class="flow-content">
                        <strong>Multi-Expert RAG Loop</strong>
                        <span>Synthesize <span class="sub-highlight">k variant adapters</span> for frozen base.</span>
                        <div class="sub-steps">
                            <div class="sub-step"><b>Degeneracy Pre-filter:</b> Fast-fail empty/looping generations to save compute.</div>
                            <div class="sub-step"><b>RAG-Match Scoring:</b> Local BGE similarity-scores every output against retrieved offline text (Wikipedia/Manuals).</div>
                            <div class="sub-step"><b>Stop Condition:</b> Score all <i>k</i>. (Tiebreaker: Embedding-medoid consensus).</div>
                        </div>
                    </div>
                </div>
                <div class="flow-arrow" style="color: ${hexColor}"></div>
                <div class="flow-node" style="border-color: ${hexColor}; border-left-color: ${hexColor}; background: rgba(59, 130, 246, 0.1);">
                    <div class="flow-icon" style="opacity:1;">🎯</div>
                    <div class="flow-content">
                        <strong style="color: #fff">Selection complete</strong>
                        <span>Output with highest factual RAG-match returned.</span>
                    </div>
                </div>
                `;
            }
            else if (task.family.id === 'open') {
                html += `
                <div class="flow-node" style="border-left-color: ${hexColor}">
                    <div class="flow-icon">1️⃣</div>
                    <div class="flow-content">
                        <strong>Single-Mint Generation</strong>
                        <span>Multi-expert loop bypassed. No objective verifier exists for unstructured prose.</span>
                        <div class="sub-steps">
                            <div class="sub-step"><b>No Judges:</b> No LLM-as-judge, no entropy proxies, no self-critique.</div>
                            <div class="sub-step"><b>Global α Backstop:</b> Fixed α = 0.8 (NOT distance- or perplexity-gated; those were retired).</div>
                        </div>
                    </div>
                </div>
                <div class="flow-arrow" style="color: ${hexColor}"></div>
                <div class="flow-node" style="border-color: ${hexColor}; border-left-color: ${hexColor}; background: rgba(234, 179, 8, 0.1);">
                    <div class="flow-icon" style="opacity:1;">✍️</div>
                    <div class="flow-content">
                        <strong style="color: #fff">Output returned</strong>
                        <span>α Backstop prevents catastrophic shattering.</span>
                    </div>
                </div>
                `;
            }

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        }

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