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Pulse/internal/ai
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rcourtman d9d798084e feat(ai): Add failure pattern detection for predictive intelligence (Phase 5) 
Create internal/ai/patterns package:

1. Pattern Detector (detector.go):
   - Records historical events (high memory, OOM, restarts, etc.)
   - Detects recurring failure patterns
   - Calculates average interval between occurrences
   - Computes confidence based on pattern consistency
   - Predicts when failures will occur again
   - Persists to ai_patterns.json

2. Event types tracked:
   - high_memory, high_cpu, disk_full
   - oom, restart, unresponsive
   - backup_failed

3. Integration:
   - Wire PatternDetector into router startup
   - Add to AI context in buildEnrichedContext
   - FormatForContext generates failure predictions

Example AI context now includes:
'OOM events typically occurs every ~10 days (next expected in ~3 days)'

This enables proactive alerts before problems recur.

All tests passing.
2025-12-12 14:11:28 +00:00
..
baseline feat(ai): Add baseline learning and anomaly detection (Phase 2) 2025-12-12 11:26:31 +00:00
context feat(ai): Add baseline learning and anomaly detection (Phase 2) 2025-12-12 11:26:31 +00:00
cost Clarify AI cost estimates with pricing coverage 2025-12-12 13:19:03 +00:00
knowledge refactor(ai): Remove over-engineered URL discovery service 2025-12-10 08:35:24 +00:00
memory feat(ai): Add operational memory (Phase 3) - change detection and remediation logging 2025-12-12 13:49:37 +00:00
patterns feat(ai): Add failure pattern detection for predictive intelligence (Phase 5) 2025-12-12 14:11:28 +00:00
providers feat: Implement multi-provider AI support 2025-12-11 16:00:45 +00:00
alert_adapter.go AI Problem Solver implementation and various fixes 2025-12-06 23:46:08 +00:00
alert_provider.go AI Problem Solver implementation and various fixes 2025-12-06 23:46:08 +00:00
alert_threshold_adapter.go refactor(ai): Remove over-engineered URL discovery service 2025-12-10 08:35:24 +00:00
alert_triggered.go feat(ai): Add LLM memory system for patrol findings 2025-12-10 22:55:34 +00:00
baseline_adapter.go feat(ai): Add baseline learning and anomaly detection (Phase 2) 2025-12-12 11:26:31 +00:00
baseline_exports.go feat(ai): Wire baseline learning loop into router startup 2025-12-12 11:29:47 +00:00
config.go AI Problem Solver implementation and various fixes 2025-12-06 23:46:08 +00:00
cost_persistence.go feat(ai): Add enriched context with historical trends and predictions 2025-12-12 09:45:57 +00:00
findings.go feat(ai): Add suppression rules management API and UI 2025-12-11 00:12:18 +00:00
findings_persistence.go refactor(ai): Remove over-engineered URL discovery service 2025-12-10 08:35:24 +00:00
findings_test.go refactor(ai): Remove over-engineered URL discovery service 2025-12-10 08:35:24 +00:00
memory_exports.go feat(ai): Add operational memory (Phase 3) - change detection and remediation logging 2025-12-12 13:49:37 +00:00
metadata_provider.go feat(ai): Add URL discovery tool - AI can find and set resource URLs 2025-12-10 00:29:07 +00:00
metrics_history_adapter.go feat(ai): Add enriched context with historical trends and predictions 2025-12-12 09:45:57 +00:00
patrol.go feat(ai): Add failure pattern detection for predictive intelligence (Phase 5) 2025-12-12 14:11:28 +00:00
patrol_history_persistence.go feat(ai): Enhanced AI patrol system with alert triggers and history persistence 2025-12-10 21:08:22 +00:00
pattern_exports.go feat(ai): Add failure pattern detection for predictive intelligence (Phase 5) 2025-12-12 14:11:28 +00:00
resource_context.go Add AI monitoring enhancements and host metadata features 2025-12-09 16:27:46 +00:00
routing.go Add AI monitoring enhancements and host metadata features 2025-12-09 16:27:46 +00:00
routing_test.go AI Problem Solver implementation and various fixes 2025-12-06 23:46:08 +00:00
sanitize_test.go refactor(ai): Remove over-engineered URL discovery service 2025-12-10 08:35:24 +00:00
service.go feat(ai): Add failure pattern detection for predictive intelligence (Phase 5) 2025-12-12 14:11:28 +00:00
target_host_test.go AI Problem Solver implementation and various fixes 2025-12-06 23:46:08 +00:00