Implementation Guidance
AI Agent Audit Trail Implementation Guide
A practical rollout guide for teams that need attributable logs, policy context, and exportable evidence for production AI agents.
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Lookover Team
Editorial team for AI agent security, identity, and compliance
What this team covers
The Lookover Team writes about the operational controls behind production AI agents: identity, authorization, audit trails, logging, and compliance evidence.
The team focuses on practical implementation details for SOC 2, HIPAA, EU AI Act, and zero-trust programs, with an emphasis on infrastructure teams that need traceability without slowing product delivery.
Focus areas
- AI agent audit trails
- Identity-first authorization
- SOC 2 and regulated logging requirements
- EU AI Act operational controls
Published posts
Platform Architecture
Shared Service Accounts vs AI Agent Identity
A comparison of the two security models most teams end up choosing between when agents start touching production systems.
Read the articleCompliance Operations
SOC 2 Readiness Checklist For AI Agents
A practical checklist for engineering and compliance teams preparing AI agents for SOC 2 evidence requests.
Read the articleHealthcare Compliance
HIPAA Audit Log Template For AI Agents
A concrete logging template for teams designing AI agent evidence around sensitive healthcare workflows and regulated data access.
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Your AI Agent Is Probably High-Risk. You Just Don't Know It Yet.
125 days until the EU AI Act applies to production AI systems - and most teams deploying agents haven't done the one thing they need to do first: check if they're classified as high-risk under Annex III.
Read the articlePlatform Engineering
Why Every AI Agent Needs an Identity
Autonomous agents can read files, call APIs, and modify databases - all without a human in the loop. Without a stable, verifiable identity attached to each agent, your audit trail is fiction and your blast radius is unlimited.
Read the articleCompliance Engineering
Audit Trails for AI Agents: What SOC 2 Actually Requires
SOC 2 auditors are increasingly asking about AI agent activity - and most companies are not ready. Here is a precise breakdown of what the Trust Services Criteria demand from your AI audit infrastructure.
Read the articleSecurity Architecture
Zero Trust for AI Agents: Beyond the Buzzword
Zero trust is well-understood for human users and network perimeters. Applying it to AI agents - entities that act autonomously, spawn sub-agents, and operate across trust boundaries - requires a more precise framework.
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