Structured Logging Schema for AI Coding Agent Sessions
How agents make nondeterministic decisions requires a fundamentally different audit trail.
Deshawn Okafor
Staff Writer
Deshawn Okafor
Deshawn came up as a site reliability engineer and spent five years on-call for a large e-commerce platform before turning that operational scar tissue into long-form technical writing. He is particularly focused on how agent-based workloads fail in the wild and what teams can instrument to catch problems before they compound.
9 stories
Scheduling Recurring Agents for Maintenance and Migration Tasks
Agents need dedicated infrastructure designed for stateful, multi-step work, not just cron triggers.
Deshawn Okafor
Hardening Container Images for Coding Agent Runtimes
AI-generated code demands tighter container defenses than human-written code ever did.
Deshawn Okafor
Process Isolation Levels for Coding Agents in Shared Cloud Tenants
Choosing isolation technology for coding agents depends on what they can do and access.
Deshawn Okafor
Network Egress Controls for Agent Sandboxes
Preventing data theft from AI agents requires hardened egress controls at deployment.
Deshawn Okafor
Filesystem Isolation Strategies for Cloud Coding Agent Sandboxes
Runtime-generated code demands isolation layers that container security alone cannot provide.
Deshawn Okafor
Promoting Agent Configs Across Environments With Environment Variables
Build one agent config, deploy it everywhere by swapping environment variables at each stage.
Deshawn Okafor
Least Privilege IAM Policies for AI Coding Agents
AI agents need dynamic permissions that shift by task, session, and delegation—not static roles.
Deshawn Okafor
Preventing Duplicate Agent Fires From the Same Trigger Event
Use idempotency keys and separate trigger layers to stop duplicate agent fires.
Deshawn Okafor