AXD for Compliance & Risk
Navigate the regulatory landscape of agentic AI. This guide covers Know Your Agent (KYA) implementation, delegation governance, operational envelope compliance, and ethical constraint architecture for risk and compliance professionals.
Other Roles
01
Know Your Agent (KYA) Implementation
How to implement KYA - the counterpart to KYC for agentic commerce. Verifying agent identity, authority, and capability before allowing autonomous transactions.
Establish agent identity verification as a prerequisite for any autonomous transaction - who built the agent, who authorised it, and what credentials does it carry?
Implement authority chain validation - verify the complete delegation path from human principal through any intermediary agents to the transacting agent.
Design capability assessment protocols that verify an agent can do what it claims - not just that it has permission, but that it has competence.
Build ongoing monitoring for agent behaviour drift - an agent that was compliant at onboarding may evolve or be modified to behave differently over time.
Prepare for the four regulatory gaps identified in AXD research: the Identity Gap, the Liability Gap, the Audit Gap, and the Consent Gap.
02
Delegation Scope & Authority Governance
How to govern the scope and chain of authority when humans delegate to agents - ensuring accountability is never lost in the delegation chain.
Define clear delegation policies that specify what can and cannot be delegated to agents, with explicit approval requirements for high-risk delegations.
Implement delegation chain tracking that maintains a complete, auditable record of every authority grant, modification, and revocation.
Design time-bounded delegations by default - agent authority should expire and require explicit renewal, not persist indefinitely.
Build escalation protocols for when agents encounter situations outside their delegated scope - the path back to human authority must always be clear.
Establish delegation review cycles that regularly audit active agent authorities against current business needs and risk appetite.
03
Operational Envelope Compliance
How to define, enforce, and monitor the boundaries within which agents are authorised to act - the operational envelope as a compliance framework.
Define operational envelopes for every agent deployment - explicit boundaries on transaction values, counterparties, geographies, and action types.
Implement real-time envelope monitoring that detects and flags boundary violations before they result in non-compliant transactions.
Design graduated responses to envelope breaches - from logging and alerting through to automatic agent suspension depending on severity.
Build regulatory mapping that connects operational envelope parameters to specific regulatory requirements (GDPR, PSD2, consumer protection).
Establish envelope review processes that update boundaries as regulations evolve - agentic commerce regulation is developing rapidly.
04
Ethical Constraints & Value Alignment
How to encode ethical boundaries and organisational values into agent behaviour - ensuring agents act within moral as well as legal boundaries.
Define explicit ethical constraints that agents must respect regardless of their delegated authority - some boundaries are non-negotiable.
Implement value alignment testing that verifies agent behaviour against organisational values, not just regulatory requirements.
Design ethical override mechanisms that allow human operators to halt agent actions on ethical grounds, even when technically within scope.
Build transparency requirements into agent operations - agents should be able to explain not just what they did but why, in terms humans can evaluate.
Establish an ethical review board for agent deployments that evaluates new agent capabilities against organisational values before release.
Related Reading
Go Deeper
Explore the essays and frameworks that underpin this guide.
Observatory Essays
Know Your Agent
The KYA framework - identifying, verifying, and governing autonomous agents.
KYA Regulation
The emerging regulatory landscape for agent identification and accountability.
The Consent Horizon
Where human consent ends and agent autonomy begins - the critical boundary.
Autonomous Integrity
Maintaining ethical integrity in systems that operate without human supervision.
Practice Frameworks
Ethical Constraints
Value alignment architecture for ensuring agents operate within ethical boundaries.
Delegation Design Framework
Governance patterns for how authority is delegated, constrained, and revoked.
Failure Architecture Blueprint
Designing graceful failure modes and accountability chains for compliance.