AI Agent Path
Decide when an agent is justified, then implement bounded tool use, operate it, contain failures, repair it, and prove ownership.
Core purchase history is required. Agent access has its own independent 12-month term.
Outcome before content
Finish with a least-authority operational agent, a learner-owned deployment, trajectory evaluation, incident containment, verified repair, and portable evidence.
Agent action boundaries
Choose deterministic code or agent control · Bound model-directed actions · Reject unjustified autonomy
Action-boundary decision map + Deterministic fallback traceTool contracts and structured execution
Define strict tool schemas · Validate tool outputs and side effects · Reject ambiguous execution states
Versioned tool contract + Malformed-output recovery traceDurable state and memory freshness
Separate working and durable state · Expire and revoke stale memory · Resume from a verified checkpoint
Durable state model + Freshness and revocation evidenceLeast authority and delegated identity
Scope delegated authority · Enforce tenant and actor boundaries · Record accountable approvals
Authority matrix + Cross-tenant denial evidenceMCP interoperability and trust
Trace MCP protocol exchanges · Authenticate servers and capabilities · Constrain tool discovery and consent
MCP trust decision + Protocol failure diagnosisRetries and uncertain side effects
Classify retry safety · Use idempotency and reconciliation · Resolve unknown outcomes before replay
Idempotency design + Uncertain-side-effect recovery traceHuman approval and escalation
Route consequential actions for approval · Preserve informed human control · Fail closed when approval is unavailable
Approval policy matrix + Escalation and timeout evidenceAgent evaluation and evidence integrity
Evaluate complete action trajectories · Validate automated judges · Separate scoring defects from learner failure
Trajectory evaluation portfolio + Evaluator calibration reportAgent operations and containment
Observe tool and policy decisions · Contain runaway or compromised execution · Restart from a safe durable state
Agent operations runbook + Containment and safe-restart receiptAgent production mission
Deploy a least-authority agent · Prove end-to-end operational controls · Repair an injected uncertain-side-effect incident
Learner-owned agent deployment receipt + Independent containment and repair evidenceProduction validation is in progress
Public sales are disabled. No payment can be created until infrastructure, tax, legal, accessibility, and operational launch gates are independently approved.