// Fetch Carib Live AI Agent Intelligence from Redis socket (<0.2ms) with MySQL fallback $aiData = null; if (class_exists('Redis') && file_exists('/home/caribgroupnet/.redis/redis.sock')) { try { $r = new Redis(); if ($r->connect('/home/caribgroupnet/.redis/redis.sock')) { $raw = $r->get('carib_live_ai_agent_intelligence'); if ($raw) $aiData = json_decode($raw, true); } } catch(Throwable $e){} } if (!$aiData && isset($conn)) { try { $stmt = $conn->prepare("SELECT metric_val FROM server_ai_telemetry_cache WHERE metric_key = 'carib_live_ai_agent_intelligence' LIMIT 1"); $stmt->execute(); $row = $stmt->fetch(PDO::FETCH_ASSOC); if ($row && !empty($row['metric_val'])) $aiData = json_decode($row['metric_val'], true); } catch(Throwable $e){} } $devIntel = $aiData['device_intelligence'] ?? []; $sentinelIntel = $aiData['sentinel'] ?? []; $edgeLat = $sentinelIntel['average_edge_latency_ms'] ?? 142; $churnHigh = $devIntel['churn_risk']['high'] ?? 0; ?>