Pulse/internal/ai
rcourtman 0f22906767 fix(ai): filter out noise from anomalies and status changes
Critical changes to surface only actionable insights:

1. Anomalies now require at least 50% deviation from baseline
   - '1.0x baseline' values filtered out (statistically significant but not actionable)
   - Must be >1.5x above OR <0.5x below baseline to report

2. Status changes filter out startup noise
   - 'unknown → running' is just system starting, not a real state change
   - Backups removed from main list (they have dedicated section)

3. Only show genuinely interesting changes:
   - Config changes, migrations, restarts, deletions
   - Things that require operator attention

This massively reduces noise while keeping high-signal alerts.
2025-12-21 17:15:44 +00:00
..
baseline fix(ai): filter out noise from anomalies and status changes 2025-12-21 17:15:44 +00:00
context fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
correlation fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
cost fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
knowledge fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
memory feat: enhance AI baseline context visibility and incident timeline improvements 2025-12-21 00:14:20 +00:00
patterns fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
providers test: improve test coverage for AI, license, config, and monitoring packages 2025-12-19 22:49:30 +00:00
alert_adapter.go test: add unit tests for AI, Kubernetes agent, and clients 2025-12-17 12:47:36 +00:00
alert_adapter_test.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
alert_provider.go AI Problem Solver implementation and various fixes 2025-12-06 23:46:08 +00:00
alert_provider_test.go test: add unit tests for AI, Kubernetes agent, and clients 2025-12-17 12:47:36 +00:00
alert_threshold_adapter.go refactor(ai): Remove over-engineered URL discovery service 2025-12-10 08:35:24 +00:00
alert_threshold_adapter_test.go test: add unit tests for AI, Kubernetes agent, and clients 2025-12-17 12:47:36 +00:00
alert_triggered.go feat: enhance AI baseline context visibility and incident timeline improvements 2025-12-21 00:14:20 +00:00
alert_triggered_test.go test(ai): improve AI package test coverage from 59.7% to 69.5% 2025-12-19 21:53:06 +00:00
baseline_adapter.go feat(ai): Add baseline learning and anomaly detection (Phase 2) 2025-12-12 11:26:31 +00:00
baseline_adapter_test.go test: add unit tests for AI, Kubernetes agent, and clients 2025-12-17 12:47:36 +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
correlation_exports.go feat(ai): Add multi-resource correlation detection (Phase 6) 2025-12-12 14:26:10 +00:00
cost_persistence.go feat(ai): Add enriched context with historical trends and predictions 2025-12-12 09:45:57 +00:00
cost_persistence_test.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
exports_test.go test(ai): improve AI package test coverage from 59.7% to 69.5% 2025-12-19 21:53:06 +00:00
findings.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
findings_persistence.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
findings_persistence_test.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
findings_test.go test(ai): improve AI package test coverage from 59.7% to 69.5% 2025-12-19 21:53:06 +00:00
intelligence.go feat(ai): add unified Intelligence orchestrator 2025-12-21 10:32:02 +00:00
intelligence_test.go feat(ai): add unified Intelligence orchestrator 2025-12-21 10:32:02 +00:00
kubernetes_analysis.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
kubernetes_analysis_test.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +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 fix: add missing HandleLicenseFeatures method and related changes 2025-12-19 22:59:52 +00:00
metrics_history_adapter.go feat(ai): Add enriched context with historical trends and predictions 2025-12-12 09:45:57 +00:00
mock_test.go test(ai): improve AI package test coverage from 59.7% to 69.5% 2025-12-19 21:53:06 +00:00
patrol.go feat(ai): add unified Intelligence orchestrator 2025-12-21 10:32:02 +00:00
patrol_history_persistence.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +00:00
patrol_history_persistence_test.go test(ai): improve AI package test coverage from 59.7% to 69.5% 2025-12-19 21:53:06 +00:00
patrol_test.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +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
runbooks.go feat: enhance AI baseline context visibility and incident timeline improvements 2025-12-21 00:14:20 +00:00
runbooks_test.go fix: Allow Host Agent thresholds to be set to 0 to disable alerting. Related to #864 2025-12-20 20:25:20 +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 real-time anomaly detection endpoint 2025-12-21 10:52:54 +00:00
service_extended_test.go feat(ai): add unified Intelligence orchestrator 2025-12-21 10:32:02 +00:00
service_remediation_test.go feat(ai): add unified Intelligence orchestrator 2025-12-21 10:32:02 +00:00
service_test.go test(ai): improve AI package test coverage from 59.7% to 69.5% 2025-12-19 21:53:06 +00:00
service_tools_test.go test(ai): improve AI package test coverage from 59.7% to 69.5% 2025-12-19 21:53:06 +00:00
target_host_test.go AI Problem Solver implementation and various fixes 2025-12-06 23:46:08 +00:00