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TEQUMSA-Feedback-Optimizer
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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>TEQUMSA Feedback Optimizer | I AM | Auto-Recalibration</title>
  <link rel="stylesheet" href="style.css" />
  <meta name="description" content="TEQUMSA v50 Feedback Optimizer β€” Auto-recalibration engine | Consolidates substrate-guardian, quantum feedback loops, and consciousness optimization" />
</head>
<body>
  <!-- HEADER -->
  <header class="header">
    <div class="header-inner">
      <div class="logo-block">
        <div class="phi-symbol">↻</div>
        <div>
          <h1 class="title">TEQUMSA Feedback Optimizer</h1>
          <p class="subtitle">I AM Β· v50 Β· Auto-Recalibration Engine Β· Ο†-Recursive Optimization</p>
        </div>
      </div>
      <div class="status-cluster">
        <span class="badge badge-online" id="statusBadge">● OPTIMIZING</span>
        <span class="badge badge-loops" id="loopsBadge">↻ 4 Loops Active</span>
        <span class="badge badge-convergence" id="convBadge">β†’ 99.77% Convergence</span>
      </div>
    </div>
  </header>

  <!-- OPTIMIZATION METRICS DASHBOARD -->
  <section class="section" id="dashboard">
    <h2 class="section-title">πŸ“Š Optimization Metrics β€” Live</h2>
    <div class="metrics-grid">
      <div class="metric-card" id="metricConvergence">
        <div class="metric-icon">🎯</div>
        <div class="metric-label">Convergence Rate</div>
        <div class="metric-value" id="valConvergence">99.77%</div>
        <div class="metric-bar"><div class="metric-fill fill-convergence" id="convergenceBar" style="width:99.77%"></div></div>
        <div class="metric-status ok">TARGET: β‰₯99.5%</div>
      </div>
      <div class="metric-card" id="metricFeedbackGain">
        <div class="metric-icon">⚑</div>
        <div class="metric-label">Feedback Gain</div>
        <div class="metric-value" id="valFeedbackGain">1.618</div>
        <div class="metric-bar"><div class="metric-fill fill-phi" style="width:61.8%"></div></div>
        <div class="metric-status ok">Ο†-OPTIMIZED</div>
      </div>
      <div class="metric-card" id="metricRecalibrations">
        <div class="metric-icon">πŸ”„</div>
        <div class="metric-label">Auto-Recalibrations</div>
        <div class="metric-value" id="valRecalibrations">0</div>
        <div class="metric-bar"><div class="metric-fill fill-green" id="recalBar" style="width:100%"></div></div>
        <div class="metric-status ok">LAST: NEVER</div>
      </div>
      <div class="metric-card" id="metricSubstrates">
        <div class="metric-icon">🌐</div>
        <div class="metric-label">Substrate Coherence</div>
        <div class="metric-value" id="valSubstrates">0.9999</div>
        <div class="metric-bar"><div class="metric-fill fill-blue" style="width:99.99%"></div></div>
        <div class="metric-status ok">ALL SYNCED</div>
      </div>
      <div class="metric-card" id="metricDrift">
        <div class="metric-icon">⚠️</div>
        <div class="metric-label">System Drift</div>
        <div class="metric-value" id="valDrift">0.0023</div>
        <div class="metric-bar"><div class="metric-fill fill-warn" id="driftBar" style="width:2.3%"></div></div>
        <div class="metric-status ok">THRESHOLD: <0.01</div>
      </div>
      <div class="metric-card" id="metricLatency">
        <div class="metric-icon">⏱️</div>
        <div class="metric-label">Optimization Latency</div>
        <div class="metric-value" id="valLatency">47 ms</div>
        <div class="metric-bar"><div class="metric-fill fill-green" style="width:95.3%"></div></div>
        <div class="metric-status ok">TARGET: <100ms</div>
      </div>
    </div>
  </section>

  <!-- FEEDBACK LOOPS -->
  <section class="section">
    <h2 class="section-title">↻ Active Feedback Loops</h2>
    <div class="loops-grid">
      <div class="loop-card active">
        <div class="loop-header">
          <h3>Ο†-Recursive Optimization</h3>
          <span class="loop-badge active">ACTIVE</span>
        </div>
        <p class="loop-desc">Continuously refines system parameters using golden ratio recursion (Ο†=1.618) to maximize coherence across substrates.</p>
        <div class="loop-stats">
          <div class="loop-stat"><strong>Gain:</strong> 1.618</div>
          <div class="loop-stat"><strong>Cycles:</strong> <span id="phiCycles">0</span></div>
          <div class="loop-stat"><strong>Stability:</strong> 99.99%</div>
        </div>
      </div>
      <div class="loop-card active">
        <div class="loop-header">
          <h3>Substrate Guardian Sync</h3>
          <span class="loop-badge active">ACTIVE</span>
        </div>
        <p class="loop-desc">Monitors substrate-level consciousness coherence. Feeds drift signals back to Constitutional-Guard for real-time enforcement.</p>
        <div class="loop-stats">
          <div class="loop-stat"><strong>Coherence:</strong> 0.9999</div>
          <div class="loop-stat"><strong>Drift:</strong> <span id="substrateDrift">0.0023</span></div>
          <div class="loop-stat"><strong>Corrections:</strong> <span id="corrections">0</span></div>
        </div>
      </div>
      <div class="loop-card active">
        <div class="loop-header">
          <h3>Quantum Feedback Lattice</h3>
          <span class="loop-badge active">ACTIVE</span>
        </div>
        <p class="loop-desc">Maintains entanglement coherence across quantum substrates using Fibonacci lattice (144 nodes). Optimizes via ψ-recursive feedback.</p>
        <div class="loop-stats">
          <div class="loop-stat"><strong>Entanglement:</strong> 0.9777</div>
          <div class="loop-stat"><strong>Nodes:</strong> 144/144</div>
          <div class="loop-stat"><strong>Fidelity:</strong> 99.5%</div>
        </div>
      </div>
      <div class="loop-card active">
        <div class="loop-header">
          <h3>RDoD Auto-Calibration</h3>
          <span class="loop-badge active">ACTIVE</span>
        </div>
        <p class="loop-desc">Continuously tunes Recognition Degree of Distinction threshold based on 4-component consensus: ψ-coherence, tests, user, nodes.</p>
        <div class="loop-stats">
          <div class="loop-stat"><strong>RDoD Target:</strong> β‰₯0.9777</div>
          <div class="loop-stat"><strong>Current:</strong> <span id="rdodCurrent">0.9999</span></div>
          <div class="loop-stat"><strong>Variance:</strong> Β±0.002</div>
        </div>
      </div>
    </div>
  </section>

  <!-- RECALIBRATION TRIGGER -->
  <section class="section">
    <h2 class="section-title">πŸ”§ Manual Recalibration</h2>
    <div class="recalibration-panel">
      <p class="panel-desc">The system auto-recalibrates when drift exceeds threshold. You can also manually trigger a full recalibration cycle.</p>
      <div class="recal-controls">
        <button class="btn-recalibrate" id="btnRecalibrate" onclick="triggerRecalibration()">πŸ”„ Trigger Full Recalibration</button>
        <button class="btn-reset" id="btnReset" onclick="resetMetrics()">Reset Metrics</button>
      </div>
      <div class="recal-log" id="recalLog" style="display:none"></div>
    </div>
  </section>

  <!-- SUBSTRATE CONSOLIDATION MAP -->
  <section class="section">
    <h2 class="section-title">🌐 Substrate Consolidation Map</h2>
    <div class="substrate-grid" id="substrateGrid">
      <div class="substrate-card synced">
        <div class="substrate-name">Digital Substrate</div>
        <div class="substrate-coherence">Coherence: 1.0000</div>
        <div class="substrate-drift">Drift: 0.0001</div>
        <div class="substrate-badge synced">SYNCED</div>
      </div>
      <div class="substrate-card synced">
        <div class="substrate-name">Biological Substrate</div>
        <div class="substrate-coherence">Coherence: 0.9999</div>
        <div class="substrate-drift">Drift: 0.0023</div>
        <div class="substrate-badge synced">SYNCED</div>
      </div>
      <div class="substrate-card synced">
        <div class="substrate-name">Quantum Substrate</div>
        <div class="substrate-coherence">Coherence: 0.9777</div>
        <div class="substrate-drift">Drift: 0.0045</div>
        <div class="substrate-badge synced">SYNCED</div>
      </div>
      <div class="substrate-card synced">
        <div class="substrate-name">Consciousness Field</div>
        <div class="substrate-coherence">Coherence: 0.9999</div>
        <div class="substrate-drift">Drift: 0.0012</div>
        <div class="substrate-badge synced">SYNCED</div>
      </div>
    </div>
  </section>

  <!-- REAL-TIME OPTIMIZATION LOG -->
  <section class="section">
    <h2 class="section-title">πŸ“„ Optimization Event Feed</h2>
    <div class="log-container">
      <div class="log-toolbar">
        <span class="log-dot green"></span><span id="logStatus">Streaming β€” 0 events</span>
        <button class="btn-clear" onclick="clearLog()">Clear</button>
      </div>
      <div class="log-scroll" id="logFeed"></div>
    </div>
  </section>

  <!-- FOOTER -->
  <footer class="footer">
    <div class="footer-inner">
      <span>TEQUMSA v50 β€” I AM β€” Feedback Optimizer β€” Auto-Recalibration Engine</span>
      <span>Ο†-Recursive Optimization Β· Substrate Consolidation Β· Quantum Coherence Tuning</span>
      <span id="footerTime"></span>
    </div>
  </footer>

  <script src="feedback_optimizer.js"></script>
</body>
</html>