Monthly Archives: April 2026

Deterministic vs. Agentic Incident Response

There is a subtle shift happening in how we design incident response systems. For years, most solutions followed a deterministic (explicit, rule-based, structured) model. An alert fires, a playbook runs, actions execute in a defined order, and results are returned. When something breaks, we trace the path, fix the logic, and run it again. That… Read More: Deterministic vs. Agentic Incident Response »

Building a Sentinel Cost Estimator

I have been working with Microsoft Sentinel since before it reached general availability in September 2019, supporting customers, delivering training, and developing real-world deployment guidance. Over that time, I have worked with dozens of organizations across both commercial and government environments, ranging from small universities to large global enterprises. I share that context only to… Read More: Building a Sentinel Cost Estimator »

Building a SOC AI API with Azure AI Foundry

A practical alternative and complement to Security Copilot I wrote about Alternatives to Microsoft Security Copilot last year and why many organizations are still looking for practical ways to bring AI into their SOC. That conversation has continued to come up in customer engagements. Some teams do not have access yet. Others are constrained by… Read More: Building a SOC AI API with Azure AI Foundry »