[ Autonomous K8s Control Plane ]
Predictive, Out-of-Band
Kubernetes Self-Healing
Transitioning incident response from reactive alerting to autonomous, out-of-band predictive remediation using Linux PSI metrics and Model Context Protocol (MCP) execution boundaries.
swarmsre-orchestrator.log
08:02:14 [Ingestion] CPU Pressure Stall detected: full_avg10 = 34.2%
08:02:15 [Topology] Traced alert cascade to bottleneck node: db-service-v2
08:02:16 [MCP Agent] Dispatched non-destructive diagnostic via MCP Client
08:02:17 [Status] Remediation staged & gated for Human Approval (HITL)
Out-of-Band Control
Engineered on isolated management planes to prevent agent death during cluster-wide outages.
Kernel PSI Metrics
Detects resource starvation via K8s v1.36+ Pressure Stall Information before pods crash.
K8s-Native MCP
Direct API machinery interaction bound by non-destructive RBAC rules—no shell wrappers.
Propose-Approve-Execute
OPA-validated patches with Human-in-the-Loop review and single-step self-evaluation.