Visitors following the evolution of the site and its AI/security operating model
Portfolio and Model Access Reshape
Current work on separating durable portfolio evidence from the moving Workbench, while making model inference clearer for registered users.
portfolio
model inference
site architecture
I am moving durable proof-of-work material into Portfolio and keeping Workbench for current motion. That makes the site easier to read: long-lived capability evidence belongs in one place, while shorter updates can change more often without confusing the main information architecture.
The first practical example is AI and ML model creation. The writeups are public, but the model testing path stays behind verified registered-user access, MFA, upload controls, private previews, rate limits, and audit logging.