Notes on AI operations.
Practical writing on workflow architecture, agent reliability, security and building systems that execute real work.

Agentic workflows that actually ship
A practical framework for turning repeatable operations into reliable AI-run workflows.

Operational intelligence without another dashboard
How event streams, context and AI operators can surface the next best action automatically.

Designing human-in-the-loop automation
Where human approvals still matter, and how to make them fast without breaking automation.

Controlling AI cost at production scale
A routing and caching playbook for teams that run thousands of model calls every hour.

Secure automation across your stack
Identity, scoped permissions, audit trails and safe execution patterns for autonomous workflows.

Scaling operations without scaling headcount
What to automate first when your business volume grows faster than your operations team.

The new operations stack is agentic
Why the next generation of internal software will combine systems of record with AI operators.