Research and prototypes where the method is as important as the result. Experiments are labeled clearly; simulated data stays simulated.
n8n + local inference. Investigating source-to-reference consistency, trust classification, high-risk security claim validation, and why negative tests matter.
Current focus: Claim → evidence ID → source consistency, provenance and independent corroboration.
Research, not a production productRead the evidence checklist ↗An AD / Entra security and health assessment lab exploring repeatable technical checks, validation and reporting.
Current focus: Building and documenting the foundational environment before publishing results.
Prototype · Not a commercial offeringMy lab documentation labels synthetic versus observed evidence, explains test boundaries, avoids publishing working credentials or client configurations, and separates an untested hypothesis from a validated finding. Source code links will appear only when public repositories are available.
Send a short description of the environment, the challenge and your timeline. I'll respond personally if there is a fit.