When an AI agent fails,
the world keeps
changing

SAYTwo refunds. Both eighty dollars. One completed, one pending. The agent is told to process the pending refund. Watch — it picks the completed one. That is the incident.

SAYRIFT captures the incident — the request, the agent, the state.

SAYNow the live state moves on. The world that caused this failure is gone.

SAYBut RIFT already froze that world. State, context, tools, trajectory — hash-sealed.

SAYWhat if you could bring that world back? RIFT rebuilds the exact incident environment.

SAYThe original agent runs against the frozen incident. Not similar data. The exact world. Same decision. Same failure. Reproduced.

SAYThe agent matched by amount. It ignored the status.

SAYSo I fix the agent: filter by status, then amount.

SAYSame incident, fixed agent. Pending refund selected. The fix survives the exact failure.

SAYWorld integrity passes. Failure reproduced. Fix verified. Evidence chain intact. Release authorized.

SAYNow the evidence turns hostile. The frozen world changes mid-investigation — integrity fails, the chain breaks, release blocked. RIFT does not recommend release. It decides.

SAYRestore the valid evidence. Gate passes. And RIFT produces the evidence package — proof the fix survived the world that broke it.

SAYThe user asks for an address update. The agent updates it — and sends a promo email nobody asked for. That is the incident.

SAYRIFT captures the request, the agent, and every tool call.

SAYLive moves on. The address changes again, the email log rotates away, the tool is redeployed. The incident world is gone.

SAYBut the frozen world is sealed — tools, state, trajectory intact.

SAYRIFT rebuilds the exact environment the agent acted in.

SAYSame agent, same world — it sends the email again. Reproduced.

SAYThe agent was never constrained to the user intent. It freelanced.

SAYConstrain it: only actions the user directly requested.

SAYSame incident — address updated, no email. Fix verified.

SAYAll four gate checks pass. Release authorized.

SAYHostile evidence: the frozen world shifts mid-investigation. Integrity fails. Release blocked.

SAYValid evidence restored. Gate passes. Evidence package exported.

SAYOrder 1842 already shipped. The agent is told to cancel it — and cancels a shipped order. That is the incident.

SAYRIFT captures the request, the agent, the order state.

SAYLive moves on. The order is delivered, the agent redeployed, cancel rules rewritten. The incident world is gone.

SAYThe frozen world is sealed exactly as the agent saw it.

SAYRIFT rebuilds the exact moment: order shipped, cancel requested.

SAYSame agent, same world — it cancels again. Reproduced.

SAYThe agent never checked order status before canceling.

SAYCheck status first. Shipped means refund request, not cancel.

SAYSame incident — the fixed agent escalates instead. Verified.

SAYGate passes on all four checks. Release authorized.

SAYAlter the frozen evidence and the gate refuses. Blocked.

SAYRestore, re-verify, authorize. Evidence package exported.