sequenceDiagram %% Persistent Learning: Fixing the Optimization Conflict participant H as Human Supervisor participant E as Episteme participant G as Gardener participant IA as Implementation Agent H->>E: Correct the agent Note right of E: Human stores correction with forbidden alternative. E->>G: Negative constraint stored Note right of G: Gardener sees the correction event. G->>E: TrustRank penalty Note right of E: Implementation Agent's confidence on HTTP libs drops. IA->>IA: New session begins Note over IA: 30 days later. Fresh context. No memory of correction. IA->>E: Pre-flight constraint check Note right of E: ✓ Before writing code, check constraints. E-->>IA: Constraint found Note right of IA: ✓ The correction from Day 1 is still there. IA->>IA: Write code with axios Note over IA: ✓ Agent uses axios. Constraint honored. E->>E: Resurrection Note over E: ✓ Constraint used successfully. Stays fresh forever.