Deterministic remediation proposals for capacity findings, keyed by
(resourceType, metric). Templates ship Allowed=false, RequiresApproval=true,
and emit a preflight-only ActionPlan until a Pulse write capability is
wired for the resource type. Registers PBS datastore prune+GC, ZFS pool
snapshot prune, and VM/CT disk expand variants.
CapacityActionPlanSource = "capacity_forecast" is the wire-side marker
the FindingsPanel approval card variant keys off.
Major new AI capabilities for infrastructure monitoring:
Investigation System:
- Autonomous finding investigation with configurable autonomy levels
- Investigation orchestrator with rate limiting and guardrails
- Safety checks for read-only mode enforcement
- Chat-based investigation with approval workflows
Forecasting & Remediation:
- Trend forecasting for resource capacity planning
- Remediation engine for generating fix proposals
- Circuit breaker for AI operation protection
Unified Findings:
- Unified store bridging alerts and AI findings
- Correlation and root cause analysis
- Incident coordinator with metrics recording
New Frontend:
- AI Intelligence page with patrol controls
- Investigation drawer for finding details
- Unified findings panel with actions
Supporting Infrastructure:
- Learning store for user preference tracking
- Proxmox event ingestion and correlation
- Enhanced patrol with investigation triggers