Commit graph

1718 commits

Author SHA1 Message Date
rcourtman
21e992ac7a Merge ai-features into main for 5.0 release
Major features:
- Pulse AI (chat, patrol, auto-fix, multi-provider)
- Kubernetes monitoring via agents
- OCI container support (Proxmox 9.1+)
- Proxmox Mail Gateway monitoring
- Metrics history with configurable retention
- Multi-step Setup Wizard
- One-click updates
- OIDC/SSO support

Documentation:
- Added AI.md, METRICS_HISTORY.md, MAIL_GATEWAY.md, AUTO_UPDATE.md
- Updated README with 5.0 features
- Added AI endpoints to API.md

Fixes:
- TypeScript strict mode compliance
- ARIA accessibility in wizard
- Shell script permissions
- Console.log cleanup
2025-12-13 15:49:57 +00:00
rcourtman
5a52913a90 fix: Resolve TypeScript errors and add ARIA accessibility
- Fixed type mismatches in ProxmoxAgentNodesPanel (prop signatures)
- Fixed temperatureTransports type (array vs single object)
- Added ARIA attributes to SetupWizard for screen reader support
- All tsc --noEmit checks pass
2025-12-13 15:49:37 +00:00
rcourtman
6af844340c fix: Add execute permissions to shell scripts 2025-12-13 15:44:51 +00:00
rcourtman
414574739b chore: Use proper logger in WelcomeStep instead of console.error 2025-12-13 15:43:13 +00:00
rcourtman
c1d9c1bb95 fix: Correct NodeConfig import path in ProxmoxAgentNodesPanel 2025-12-13 15:39:28 +00:00
rcourtman
e470fbec83 chore: Fix lint warnings in SetupWizard and add AI API docs
- Fixed unused variables in wizard components
- Fixed invalid aiEnabled field in FeaturesStep (AI uses separate API)
- Added AI endpoints section to API.md
2025-12-13 15:36:40 +00:00
rcourtman
9632441e1d docs: Update README with 5.0 features - AI, K8s, multi-platform 2025-12-13 15:30:57 +00:00
rcourtman
4f925f5674 docs: Add documentation for Pulse 5.0 features
- AI.md: Pulse AI assistant (chat, patrol, auto-fix)
- METRICS_HISTORY.md: Persistent metrics storage
- MAIL_GATEWAY.md: PMG monitoring support
- AUTO_UPDATE.md: One-click updates
- Updated README.md with 5.0 features section
2025-12-13 15:27:36 +00:00
rcourtman
702b39740d chore: remove machine-specific dev workflow from tracking 2025-12-13 15:22:37 +00:00
rcourtman
e27b6f2657 Merge main into ai-features: incorporate latest bugfixes
Resolved conflicts:
- pkg/fsfilters/filters.go: Keep both TrueNAS and EnhanceCP filter fixes
- DockerUnifiedTable.tsx: Use main's resource column overlap fix
2025-12-13 15:18:51 +00:00
rcourtman
cb06077fab feat: Add multi-step Setup Wizard for Pulse 5.0 onboarding
- New SetupWizard component with 5-step flow:
  1. Welcome: Bootstrap token unlock, platform showcase
  2. Security: Admin account + API token creation
  3. Connect: Multi-platform infrastructure (Proxmox, Docker, K8s)
  4. Features: AI and auto-updates toggles
  5. Complete: Credentials display with copy/download

- Replaced FirstRunSetup with SetupWizard in Login.tsx
- Added Install Update button to UpdatesSettingsPanel
- Enhanced UpdatesSettingsPanel with update plan integration
- Added UpdateConfirmationModal to Settings for inline updates

Positions Pulse as a unified infrastructure monitoring platform,
not just a Proxmox-specific tool.
2025-12-13 15:08:47 +00:00
rcourtman
dbac8632b7 feat: add persistent metrics history API endpoint
- Add GET /api/metrics-store/history endpoint for querying SQLite-backed metrics
- Support flexible time ranges: 1h, 6h, 12h, 24h, 7d, 30d, 90d
- Return aggregated data with min/max values for longer time ranges
- Add TypeScript types and ChartsAPI.getMetricsHistory() client method

This enables frontend charts to visualize long-term trends using the
tiered retention system (raw → minute → hourly → daily averages).
2025-12-13 14:18:16 +00:00
rcourtman
0a9f92753b feat: add configurable metrics retention settings
- Add MetricsRetentionRawHours, MetricsRetentionMinuteHours, MetricsRetentionHourlyDays, MetricsRetentionDailyDays to SystemSettings
- Wire settings from system.json through Config to metrics store initialization
- Set sensible defaults: Raw=2h, Minute=24h, Hourly=7d, Daily=90d
- Log active retention values on startup for transparency

Users can now customize how long metrics are stored at each aggregation tier.
2025-12-13 14:14:07 +00:00
rcourtman
17aaf6d603 Enhance settings panels with improved UI/UX
General Settings:
- Add animated sun/moon icon to dark mode toggle with gradient backgrounds
- Dynamic label showing current theme state (Light mode/Dark mode)
- Smooth CSS transitions for icon rotation and scaling

Updates Settings:
- Redesign version display with visual card layout
- Add build type badges (Development, Docker, Source) as colorful pills
- Show 3-column layout with arrow indicator when updates available
- Move Check Now button to footer with refresh icon
- Display auto-check status indicator

Security Overview:
- Add loading skeleton during data fetch
- Enhance proxy auth notice with gradient header and admin badge
- Style logout/guide links as proper buttons
- Add Security Best Practices tips card with recommendations
2025-12-13 13:41:43 +00:00
rcourtman
3d8a523971 feat(backend): Implement remaining TODOs
1. resources/store.go: Implement sorting in Query.Execute()
   - Added sortResources function with support for common fields
   - Supports: name, type, status, cpu, memory, disk, last_seen
   - Both ascending and descending order supported

2. ai/service.go: Implement hasAgentForTarget properly
   - Now maps target to specific agent based on hostname/node
   - Uses ResourceProvider lookup for container→host mapping
   - Supports cluster peer routing for Proxmox clusters
   - Properly handles single-agent vs multi-agent scenarios
2025-12-13 13:21:23 +00:00
rcourtman
c5ac33e8c6 feat(backups): Add time format toggle to BackupsFilter
- Added toggle button to switch between relative and absolute time display
- Time preference is persisted to localStorage
- Toggle shows clock icon with 'Relative' or 'Absolute' label
- Implements the TODO from UnifiedBackups.tsx
2025-12-13 13:17:35 +00:00
rcourtman
75874687fb chore: Fix all remaining lint warnings
- Prefix unused catch error variables with underscore in AIChat.tsx and Alerts.tsx
- Reduced lint warnings from 8 to 0
- Clean lint output with no warnings or errors
2025-12-13 11:05:08 +00:00
rcourtman
3c0f4aa576 chore(settings): Remove unused diagnostics code and cleanup
- Removed unused helper functions (formatIsoDateTime, formatIsoRelativeTime, etc.)
- Removed unused handler functions (handleRegisterProxyNodes, handleDockerPrepareToken, handleCopy)
- Removed unused type interfaces (ProxyRegisterNode, DockerMigrationResult)
- Removed unused imports (copyToClipboard, showTokenReveal, APITokenRecord)
- Removed unused state signals for diagnostics actions
- Reduced lint warnings from 26 to 8
- Settings.tsx reduced from 5955 to 5740 lines
2025-12-13 10:53:18 +00:00
rcourtman
529daf58f8 chore(settings): Prefix unused variables to suppress lint warnings
- Prefix unused destructured variables with underscore
- Reduces lint warnings from 26 to 18
- Remaining warnings are for legacy helper functions
2025-12-13 08:02:24 +00:00
rcourtman
065cbe46cf chore(settings): Clean up unused imports and optimize polling
- Removed unused getPulsePort/getPulseWebSocketUrl imports
- Optimized polling to only run on proxmox tab (DiagnosticsPanel handles its own fetching)
- Remaining lint warnings are for legacy code that may need future refactoring
2025-12-13 07:59:52 +00:00
rcourtman
de2f6e0edb enhance(settings): Improve SecurityPostureSummary with score indicator
- Added dynamic security score calculation (0-100%)
- Added gradient header that changes color based on score:
  - Green (>=80%): Strong security
  - Amber (50-79%): Moderate security
  - Red (<50%): Weak security
- Improved visual hierarchy with color-coded status cards
- Added 'Critical' labels for important missing features
- Changed icons to lucide-solid for consistency
2025-12-13 07:54:09 +00:00
rcourtman
6a3c143740 refactor(settings): Extract DiagnosticsPanel and improve AI Settings UX
- Created standalone DiagnosticsPanel component with modern visual design
  - Gradient header with system health indicator
  - Card-based layout for System Runtime, PVE Nodes, PBS, Discovery
  - Status badges and improved visual hierarchy
  - Export functionality (full and GitHub-sanitized)

- Reduced Settings.tsx from 8,035 to 5,956 lines (26% reduction)
  - Removed ~2,079 lines of inline diagnostics code
  - Improved maintainability by encapsulating diagnostics logic

- Improved AI Settings UX:
  - Cost Controls: Gradient design, RECOMMENDED badge, $ prefix
  - Shows daily/weekly budget equivalents when value is entered
  - Auto-Fix: Streamlined acknowledgment with clear button instead of checkbox
  - Better visual hierarchy throughout
2025-12-13 07:51:49 +00:00
rcourtman
0074e49792 fix(frontend): hide unconfigured navigation tabs 2025-12-13 00:21:00 +00:00
rcourtman
0ddc30c1e1 Redesign Ceph, Replication, and Mail Gateway pages for UI consistency
- Ceph: Complete rework with summary cards (storage, clusters, services, pools),
  search with type-to-search, proper loading/disconnected/empty states, cluster
  overview table, pools table with filtering, health badges with tooltips

- Replication: Add summary cards (total/healthy/issues/next sync), status filter
  buttons (All/Healthy/Warning/Error), search with type-to-search, countdown timers
  for next sync with overdue/imminent highlighting, row highlighting for problem jobs,
  error tooltips, loading state

- Mail Gateway: Add aggregate summary cards across all instances (mail/spam/virus/
  quarantine/queue), visual threat rate progress bars, status badges with health
  indicators, queue depth tooltips with breakdown, streamlined stats grid with
  color-coded threat categories, improved cluster nodes table

All three pages now follow the same design patterns as Dashboard, Hosts, Docker,
and Storage using Card, EmptyState, and consistent styling.
2025-12-13 00:08:29 +00:00
rcourtman
c48c5b8861 fix(hosts): Merge filter sections into single row 2025-12-12 23:43:13 +00:00
rcourtman
ca8cd0e3b4 style(hosts,docker): Move search bar to its own row above filters
- Consistent with Kubernetes page layout
- Search bar now takes full width on top row
- Filter toggles on second row below search
2025-12-12 23:41:37 +00:00
rcourtman
fa5fde56e6 style(kubernetes): Move search bar to its own row above filters 2025-12-12 23:37:49 +00:00
rcourtman
9725849d77 feat(kubernetes): Add keyboard focus for search input
- Typing anywhere on the page auto-focuses the search input
- Escape key clears search and blurs input
- Matches Dashboard behavior for consistent UX
- Fixed missing createEffect import
2025-12-12 23:36:31 +00:00
rcourtman
91f8b81547 feat(kubernetes): Add column picker and sorting for all views
- Add sortable headers to Clusters and Nodes views
- Add ColumnPicker dropdown for Pods view (toggle Namespace, Cluster, Ready, Restarts, Image, Age columns)
- Column visibility persists to localStorage
- Sorting persists across sessions for all views
2025-12-12 23:31:46 +00:00
rcourtman
987f7a3822 feat(kubernetes): Add sorting and namespace filter to K8s UI
- Add sortable table headers for Pod and Deployment views
- Click column headers to toggle sort direction
- Sort state persists across sessions
- Add namespace dropdown filter for Pods/Deployments views
- Auto-populates from available namespaces
- Include namespace filter in reset and active filters check
2025-12-12 23:24:04 +00:00
rcourtman
0cd16b29cc feat(kubernetes): Add Kubernetes mock data and UI
Backend:
- Add K8s cluster, node, pod, deployment mock data generation
- Configurable via PULSE_MOCK_K8S_CLUSTERS, PULSE_MOCK_K8S_NODES,
  PULSE_MOCK_K8S_PODS, PULSE_MOCK_K8S_DEPLOYMENTS env vars
- Generate realistic cluster data with versions, namespaces, pod phases
- Add dynamic metric updates for K8s resources
- Deep copy K8s data in cloneState to prevent race conditions

Frontend:
- Add KubernetesClusters component with 4 view modes:
  Clusters, Nodes, Pods, Deployments
- Filter bar with search, status filter, show hidden toggle
- Nodes view: status, roles, CPU/memory/pod capacity, kubelet version
- Pods view: namespace, status, ready containers, restarts, image, age
- Deployments view: replicas, ready/up-to-date status
- Matches Docker/Dashboard table styling patterns
2025-12-12 23:13:40 +00:00
rcourtman
d96942596f feat: add Kubernetes platform support 2025-12-12 21:31:11 +00:00
rcourtman
a8188b92fb fix: correct AI tool description for guest resource ID format
The set_resource_url tool had an incorrect example ID format ('pve1-delly-101')
which caused the AI to save URLs with wrong IDs that didn't match the actual
guest IDs used by Pulse ('instance-VMID' format like 'delly-150').

This fix updates the tool description to clearly document the correct format,
so URLs saved by the AI will now properly appear in the dashboard.
2025-12-12 21:28:34 +00:00
rcourtman
bf43d448cf fix: Robust OCI container detection with state persistence
Backend:
- Seed OCI classification from previous state so containers never
  'downgrade' to LXC if config fetching intermittently fails
- Prevent type regression in recordGuestSnapshot when OCI was previously detected
- Move metrics zeroing before snapshot recording for cleaner flow

Frontend:
- Add isOCIContainer() memo that checks both type and isOci flag
- Use isOCI helper in Dashboard.tsx for AI context building
- Include oci-container type in useResources container conversion
- Preserve isOci and osTemplate fields through legacy conversion

This ensures OCI containers retain their classification even when
Proxmox API permissions or transient errors prevent config reads.
2025-12-12 20:06:39 +00:00
rcourtman
a20760f527 fix: Preserve OCI container type through unified resource conversion
The useResources.ts hook was hardcoding type: 'lxc' when converting
unified resources to legacy container format, causing OCI containers
to intermittently display as LXC when WebSocket updates occurred.

Now preserves the actual type from platformData (oci/lxc).
2025-12-12 19:18:36 +00:00
rcourtman
689f229c72 fix: Allow OCI detection for stopped containers
- Refactored enrichContainerMetadata to not return early when container is stopped
- Status API calls are still skipped for stopped containers (as expected)
- Config fetch now runs regardless of status, enabling OCI detection
- Added test for OCI detection on stopped containers

Discovered: Proxmox 9.1 requires VM.Config.Options permission to read
OCI container configs (not just VM.Audit). Document this in setup guides.
2025-12-12 19:12:06 +00:00
rcourtman
2226bdacf8 feat: Enhanced OCI detection via entrypoint field
- Added isOCIContainerByConfig() to detect OCI containers by:
  - Presence of 'entrypoint' field (only OCI containers have this)
  - Combination of ostype=unmanaged, cmode=console, and lxc.signal.halt
- This is needed because Proxmox doesn't persist ostemplate after creation
- Now supports detection of already-created OCI containers (like the test alpine container)
2025-12-12 18:13:17 +00:00
rcourtman
e82cf7eaaf feat: Enhance OCI container display and AI context
- Frontend: Add ociImage memo to extract clean image name from osTemplate
- Frontend: Show OCI image name in type badge tooltip
- Frontend: Display OCI image in OS column when no guest agent info available
- Frontend: Include ociImage in AI context data for selected OCI containers
- Backend: Differentiate OCI containers as 'oci_container' type in AI context
- Backend: Add Metadata field to ResourceContext for extensibility
- Backend: Include oci_image in container metadata for AI analysis
- Backend: Update section heading to 'LXC/OCI Containers' in AI context

This follows Docker container patterns to avoid duplicating work.
2025-12-12 18:00:09 +00:00
rcourtman
dfb5d50f73 feat: Add Proxmox 9.1+ OCI container support
- Backend: Add IsOCI and OSTemplate fields to Container model
- Backend: Add extractContainerOSTemplate() and isOCITemplate() detection functions
- Backend: Detect OCI containers via ostemplate config and set type to 'oci'
- Frontend: Add isOci and osTemplate to Container interface
- Frontend: Add 'oci-container' to ResourceType with distinct purple badge
- Frontend: Update Dashboard filters to include OCI containers with LXC
- Tests: Add comprehensive unit tests for OCI detection logic

OCI containers are detected by checking the ostemplate for patterns like:
- oci: prefix (e.g., oci:docker.io/library/alpine:latest)
- docker: prefix (e.g., docker:nginx:latest)
- Known registry URLs (docker.io, ghcr.io, gcr.io, quay.io, etc.)
- Local templates with oci- or oci_ filename patterns
2025-12-12 17:51:43 +00:00
rcourtman
7f057432ed feat: AI security and policy improvements for 5.0
- Add DOMPurify sanitization for AI chat markdown rendering (XSS fix)
- Configure DOMPurify to add target=_blank and rel=noopener to links
- Update system prompt to align with command approval policy
- Clarify safe vs destructive commands in prompt
- Improve patrol auto-fix mode guidance with safe operation list
- Add verification requirements for auto-fix actions
- Update observe-only mode to be clearer about read-only restrictions
2025-12-12 17:38:55 +00:00
rcourtman
2381631df0 fix(ui): Move Auto-Fix Model selector next to Auto-Fix toggle
UX improvement: The Auto-Fix Model dropdown was too far from the
Patrol Auto-Fix toggle, making it hard to find.

Now the flow is:
1. Scroll to 'AI Patrol Behavior' section
2. Check the acknowledgement checkbox
3. Enable 'Patrol Auto-Fix' toggle
4. Model selector appears RIGHT BELOW the toggle

The model dropdown only appears when auto-fix is enabled (since
it's irrelevant otherwise).
2025-12-12 15:17:44 +00:00
rcourtman
878eb937f3 feat(ui): Add AI Insights Panel component
Add collapsible panel to display AI-learned intelligence:

Features:
- Failure predictions with time estimates
- Color-coded severity (overdue=red, <3 days=amber, etc.)
- Human-readable event types and confidence percentages
- Resource dependency/correlation display
- Shows source → target relationships with avg delay
- Expandable/collapsible design to save space

Styling:
- Purple gradient theme consistent with AI branding
- Responsive with dark mode support
- Clean card-based layout for predictions
- Badge showing total insight count

Ready to integrate into Alerts page or resource details.
2025-12-12 14:55:08 +00:00
rcourtman
119f6ecc51 feat(frontend): Add AI intelligence API types and methods
Add TypeScript types and API methods for AI intelligence data:

Types (aiIntelligence.ts):
- FailurePattern - Detected recurring patterns
- FailurePrediction - Predicted failures with confidence
- ResourceCorrelation - Detected resource dependencies
- InfrastructureChange - Recent config/state changes
- ResourceBaseline - Learned normal behavior baselines

API Methods (ai.ts):
- getPatterns(resourceId?) - Fetch failure patterns
- getPredictions(resourceId?) - Fetch failure predictions
- getCorrelations(resourceId?) - Fetch resource correlations
- getRecentChanges(hours?) - Fetch infrastructure changes
- getBaselines(resourceId?) - Fetch learned baselines

All methods support optional resource_id filtering.
2025-12-12 14:53:53 +00:00
rcourtman
7fc705ba07 feat(api): Add AI intelligence API endpoints
Expose learned AI intelligence data via REST API:

New endpoints:
- GET /api/ai/intelligence/patterns - Detected failure patterns
- GET /api/ai/intelligence/predictions - Failure predictions
- GET /api/ai/intelligence/correlations - Resource correlations
- GET /api/ai/intelligence/changes - Recent infrastructure changes
- GET /api/ai/intelligence/baselines - Learned baselines

All endpoints support ?resource_id filter for per-resource queries.
Changes endpoint supports ?hours filter (default: 24).

Backend additions:
- ai_intelligence_handlers.go - Handler implementations
- baseline.Store.GetAllBaselines() - Flat baseline export
- patrol.GetChangeDetector() - Access change detector

This enables frontend to display:
- 'OOM expected in 3 days based on pattern'
- 'When storage-1 is full, database VM restarts'
- 'VM memory baseline: 60-75%'

All tests passing.
2025-12-12 14:49:46 +00:00
rcourtman
de8b36d65d feat(settings): Add separate Auto-Fix Model setting for remediation
Add configurable model specifically for automatic remediation actions:

Backend (internal/config/ai.go):
- Add AutoFixModel field to AIConfig
- Add GetAutoFixModel() getter with fallback chain:
  AutoFixModel -> PatrolModel -> Model

Frontend (AISettings.tsx, types/ai.ts):
- Add auto_fix_model to AISettings types
- Add Auto-Fix Model dropdown (only shows when patrol_auto_fix enabled)
- Falls back to patrol model if not set

API (ai_handlers.go):
- Add auto_fix_model to response and update request
- Handle saving/loading the new field

Rationale:
- Auto-fix takes real actions, may warrant a more capable model
- Patrol observation can use cheaper models for cost savings
- Gives users granular control over model costs vs reliability
- Model hierarchy: Chat > AutoFix > Patrol > Default
2025-12-12 14:35:28 +00:00
rcourtman
f98fd845e1 docs: Mark Phase 6 (Multi-Resource Correlation) as complete
ALL PHASES COMPLETE! 🎉

Pulse AI now has the full 'moat' architecture:

- Phase 1: Historical Context Integration 
- Phase 2: Anomaly Detection 
- Phase 3: Operational Memory 
- Phase 4: Remediation Integration 
- Phase 5: Predictive Intelligence 
- Phase 6: Multi-Resource Correlation 

The AI becomes more valuable the longer Pulse runs by learning:
- Metric trends and baselines
- Infrastructure changes
- Past remediation actions
- Failure patterns
- Resource dependencies
2025-12-12 14:27:14 +00:00
rcourtman
f6d31d166a feat(ai): Add multi-resource correlation detection (Phase 6)
Create internal/ai/correlation package:

1. Correlation Detector (detector.go):
   - Tracks events across resources
   - Detects when events on one resource follow events on another
   - Calculates average delay between correlated events
   - Confidence scoring based on occurrence count
   - Persists to ai_correlations.json

2. Features:
   - GetCorrelations() - All detected relationships
   - GetCorrelationsForResource() - Relationships for one resource
   - GetDependencies() - What resources depend on this one
   - GetDependsOn() - What this resource depends on
   - PredictCascade() - Predict what will be affected
   - FormatForContext() - AI-consumable summary

3. Integration:
   - Wire to alert history in router startup
   - Map alert types to correlation event types
   - Add correlation context to enriched AI context

Example AI context now includes:
'When local-zfs experiences high usage, database often follows within 5 minutes'

This enables the AI to understand infrastructure dependencies
and predict cascade failures.

All tests passing.
2025-12-12 14:26:10 +00:00
rcourtman
8b3bfb60d2 docs: Mark Phase 5 (Predictive Intelligence) as complete
Updated implementation status:
- Phase 1: Historical Context Integration 
- Phase 2: Anomaly Detection 
- Phase 3: Operational Memory 
- Phase 4: Remediation Integration 
- Phase 5: Predictive Intelligence  (NEW)
- Phase 6: Multi-Resource Correlation (PLANNED)

Pulse AI now has a complete 'moat' - it becomes more
valuable the longer it runs by learning from:
- Historical metric trends
- Baseline behavior patterns
- Infrastructure changes
- Past remediation actions
- Alert patterns and failure cycles
2025-12-12 14:16:41 +00:00
rcourtman
6f1774f76a feat(ai): Wire alert history to pattern detector for event tracking
Connect alert system to failure prediction:

1. Add AlertCallback to HistoryManager:
   - OnAlert() method to register callbacks
   - Callbacks invoked when alerts are added
   - Called outside lock to prevent deadlocks

2. Expose OnAlertHistory() on alerts.Manager:
   - Pass-through to HistoryManager.OnAlert()
   - Enables external systems to track alerts

3. Wire pattern detector in router startup:
   - Register callback when pattern detector is created
   - Convert alert types to trackable events
   - Pattern detector now learns from production alerts

Now every alert (memory_warning, cpu_critical, etc.) is recorded as
a historical event for pattern analysis. The AI can predict:
'High memory usage typically occurs every ~3 days (next expected in ~1 day)'

All tests passing.
2025-12-12 14:16:03 +00:00
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