Pragmatic Teacher v1.0 • +++ Engine Core
Pragmatic Teacher Cockpit
Learn. Build. Train. Your intelligence. Your way. Thrive with AI and Do More.
An active cognitive agent that collaborates with SREs and Platform Engineers to navigate, diagnose, and heal Kubernetes infrastructure with verifiable OPA execution and sub-10s RCA.
77%
MTTR Reduction
58%
Token Caching
100% Starling MCP Audit Trail
Actor / Critic Reasoning Visualizer
Live internal reasoning graph of the +++ engine. Critic agent must verify OPA policies before state mutation.
Gate: APPROVED
Detected Anomaly:CrashLoopBackOff on auth-gateway-pod-9c4d
Production Cluster: us-east-k8s-01Actor Node (Proposed Remediation Plan)
+++ Engine Generator
Patch Deployment: increase memory limit to 512Mi, roll out revision 4 to prevent OOMKilled eviction.
Target Manifest:
kubectl patch deployment auth-gateway --type=json -p='[{"op": "replace", "path": "/spec/template/spec/containers/0/resources/limits/memory", "value": "512Mi"}]'Critic Node (Probabilistic & OPA Check)
Reflexion AI
Probabilistic Safety Score:96% Confidence
Open Policy Agent (OPA) Guardrail:PASSED (Compliant with DevSecOps Policy)
Blast Radius Assessment:Low (Rolling update, 0 downtime)
Approval Gate: State Mutation Authorized
Critic agent has cleared OPA constraints. Ready for supervised rollout.