AI

From Classical ML to LLM-Powered Device Recognition

Classical ML models + LLM-powered deep research = device fingerprints generated at scale for IoT, OT, and IT.

The Economics of Experience in the AI Era

For most of software's history, expertise and implementation drifted apart. AI is quietly reversing that — letting the experience distributed across an organization participate directly in building software again.