You Probably Don't Need Your Own Model
Why domain-tuned security models rarely beat a capable general model with the right context, tools, skills and scope, and where training still earns its cost.
Writing
Notes on systems I'm building and lessons learned.
How we process 10,000 live video streams for a state transportation department
Real-time computer vision across a statewide CCTV network: multi-object tracking, cross-camera re-ID, and pipelines that survive bad bandwidth and edge hardware.
Cutting security threat analysis from hours to minutes with AI
How we automated most security alert triage with a graph of small agents, how the industry approaches the same problem today, and how agent swarms and feedback loops built on validated cases keep it improving.