Hemant Virmani
Articles about Hemant Virmani
CLAUDE.md alone isn’t enough
Follow one launch decision through the five parts of a product context system.
Delegate, collaborate, own
A responsibility map for PMs and the engineering controls that support it.
Guardrails and Runtime Controls for Production Agents
Turn agent attack patterns into controls you can enforce, observe, and test.
How product managers should choose AI autonomy
When an AI assistant, controlled workflow, or agent is the right product choice.
An Azure agent is more than its model
Production agents fail at the boundaries around the model.
Choose the control model before the AI model
A six-question test for deciding whether a feature needs rules, an AI assistant, a controlled workflow, or an agent.