If "rogue AI behavior" is really a failure of intent governance, then the answer is to make intent verifiable and enforceable. Armoriq's Intent Assurance Plane (IAP) does this by turning an agent's plan, the reasoning behind each action, into a cryptographically anchored security boundary. Here is how IAP prevents the exact agent failures described in the Gravitee report.
Step 1: Every agent task begins with a signed intent
When an agent is assigned a task ("sync customer data," "triage this ticket," "create a workflow"), IAP converts the agent's reasoning into a Canonical Structured Reasoning Graph (CSRG). This graph captures: what APIs may be called, what tools may be used, what data domains the agent may access, and the allowed execution steps. IAP computes a Merkle root of this graph and signs it. That signature becomes the cryptographic definition of allowed behavior. If an action isn't in the plan it's not allowed.
Step 2: The agent gets a Composite Ephemeral Identity
IAP binds the user identity, the agent identity, the environment/context, and the signed plan root, into a single, short-lived cryptographic identity. This identity cannot be reused, escalated, or inherited. If the agent deviates from the plan, the identity no longer matches and execution is blocked.
Step 3: Every API call must provide proof it belongs to the plan
This is where "rogue behavior" disappears entirely. When an agent tries to call an API, modify a resource, or chain another agent, it must present: its intent token, and a Merkle proof that the action exists in the CSRG.
If the proof is missing? The call never executes.
This eliminates unauthorized API calls, hallucinated steps, context-driven overreach, and accidental escalation. Even if the LLM "decides" a new step is helpful, that step is rejected unless it was explicitly authorized.
Step 4: New steps require explicit Trust Updates
If the agent truly needs to perform an unexpected action, IAP requires a re-anchored plan, a new signed Merkle root, a scoped sub-identity, and an immutable audit entry. No agent can silently expand its authority. No "rogue" behavior can emerge in the shadows.
Step 5: Every action becomes auditable
IAP records every plan, every update, every action proof, and every delegation, in a tamper-evident Merkle audit log. If something unexpected happens, teams can reconstruct exactly why and exactly how it happened. This transforms AI agents from opaque actors into fully observable, governed systems.
Final Perspective
"Rogue agents" are not inevitable; they're a sign of missing intent governance. Armoriq's IAP gives enterprises what traditional identity, permissions, and API gateways cannot: a way to verify that every autonomous action is tied to an approved, signed plan.
With IAP, AI agents: stay within their intended scope, cannot escalate silently, cannot improvise unapproved steps, and cannot access APIs without proving intent. Autonomy becomes an asset rather than a risk.
Enterprises don't need fewer agents. They need verifiable intent and that is what the Intent Assurance Plane delivers.
