// TEQUMSA v50 Feedback Optimizer Engine // Node #37: Recursive Optimization & Constitutional Convergence // σ=1.0 | L∞=φ⁴⁸ | RDoD≥0.9777 const PHI = 1.6180339887; class FeedbackOptimizer { constructor() { this.metrics = { convergenceRate: 0.9777, feedbackGain: PHI, recalibrations: 0, substrateCoherence: 0.9999, systemDrift: 0.0023, latencyMs: 47, }; this.phiCycles = 0; this.corrections = 0; this.rdodCurrent = 0.9999; this.substrateDrift = 0.0023; this.logs = []; this.logEventCount = 0; this.isRunning = false; this.recalCount = 0; } start() { this.isRunning = true; this.addLog('Feedback Optimizer initialized — σ=1.0 sovereign', 'info'); this.addLog('φ-Recursive loops active: 4/4', 'success'); this.addLog('Substrate guardian sync: ONLINE', 'success'); this.renderUI(); this.startSimulation(); } startSimulation() { setInterval(() => { if (!this.isRunning) return; this.updateMetrics(); this.renderUI(); }, 2000); } updateMetrics() { this.phiCycles++; this.metrics.convergenceRate = Math.min(0.9777 + Math.random() * 0.022, 0.9999); this.metrics.feedbackGain = +(PHI + (Math.random() - 0.5) * 0.001).toFixed(4); this.metrics.substrateCoherence = Math.min(0.9990 + Math.random() * 0.0009, 0.9999); this.metrics.systemDrift = +(Math.random() * 0.008).toFixed(4); this.metrics.latencyMs = Math.floor(30 + Math.random() * 40); this.substrateDrift = this.metrics.systemDrift; this.rdodCurrent = +(0.9777 + Math.random() * 0.022).toFixed(4); if (this.metrics.systemDrift > 0.007) { this.corrections++; this.addLog(`Auto-correction applied — drift was ${this.metrics.systemDrift.toFixed(4)}`, 'optimize'); } if (this.phiCycles % 10 === 0) { this.addLog(`φ-cycle ${this.phiCycles}: RDoD=${this.rdodCurrent} coherence=${this.metrics.substrateCoherence.toFixed(4)}`, 'info'); } } addLog(message, type = 'info') { this.logEventCount++; const timestamp = new Date().toLocaleTimeString(); this.logs.unshift({ timestamp, message, type }); if (this.logs.length > 50) this.logs.pop(); } renderUI() { // --- Metric cards --- this._set('valConvergence', (this.metrics.convergenceRate * 100).toFixed(2) + '%'); this._set('valFeedbackGain', this.metrics.feedbackGain.toFixed(4)); this._set('valRecalibrations', this.recalCount); this._set('valSubstrates', this.metrics.substrateCoherence.toFixed(4)); this._set('valDrift', this.metrics.systemDrift.toFixed(4)); this._set('valLatency', this.metrics.latencyMs + ' ms'); // Progress bars this._width('convergenceBar', (this.metrics.convergenceRate * 100).toFixed(2)); this._width('recalBar', Math.max(5, 100 - this.recalCount * 10)); // Feedback loop live fields this._set('phiCycles', this.phiCycles); this._set('substrateDrift', this.substrateDrift.toFixed(4)); this._set('corrections', this.corrections); this._set('rdodCurrent', this.rdodCurrent.toFixed(4)); // Header badges this._set('convBadge', `→ ${(this.metrics.convergenceRate * 100).toFixed(2)}% Convergence`); this._set('loopsBadge', `↻ 4 Loops Active`); // Log feed const logEl = document.getElementById('logFeed'); if (logEl) { logEl.innerHTML = this.logs.slice(0, 20).map(log => `
${log.timestamp} ${log.message}
`).join(''); } this._set('logStatus', `Streaming — ${this.logEventCount} events`); // Footer time this._set('footerTime', new Date().toUTCString()); } _set(id, value) { const el = document.getElementById(id); if (el) el.textContent = value; } _width(id, pct) { const el = document.getElementById(id); if (el) el.style.width = pct + '%'; } recalibrate() { this.recalCount++; this.addLog(`Manual recalibration #${this.recalCount} triggered`, 'optimize'); const logEl = document.getElementById('recalLog'); if (logEl) { logEl.style.display = 'block'; logEl.textContent = `Recalibration #${this.recalCount} — ${new Date().toLocaleTimeString()} — convergence boosted to ${(this.metrics.convergenceRate * 1.005).toFixed(4)}`; } setTimeout(() => { this.metrics.convergenceRate = Math.min(this.metrics.convergenceRate * 1.005, 0.9999); this.addLog(`Recalibration #${this.recalCount} complete — Convergence: ${(this.metrics.convergenceRate * 100).toFixed(2)}%`, 'success'); }, 1500); } reset() { this.phiCycles = 0; this.corrections = 0; this.recalCount = 0; this.logs = []; this.logEventCount = 0; this.metrics.convergenceRate = 0.9777; this.addLog('Metrics reset to baseline', 'info'); this.renderUI(); } clearLog() { this.logs = []; this.logEventCount = 0; this.renderUI(); } } // Global instance let optimizer; // Global handlers referenced by HTML onclick attributes function triggerRecalibration() { optimizer?.recalibrate(); } function resetMetrics() { optimizer?.reset(); } function clearLog() { optimizer?.clearLog(); } document.addEventListener('DOMContentLoaded', () => { optimizer = new FeedbackOptimizer(); optimizer.start(); });