Workbench
Workbench
Current notes from the systems, security thinking, automation, and AI work I am actively shaping.
Current work
What is moving now.
This page is the public workbench: short, sanitized updates about systems, security thinking, automation, AI publishing, and site machinery that are actively being shaped.
The durable model creation and inference evidence now lives in Portfolio, where it can be read as part of the wider proof of work.
Open AI and ML portfolioFeed
Current notes and working systems.
Workbench
Assistant To Assistant Communications
Current work on safe AI-to-AI handoffs between assistants running on separate machines and operating contexts.
Workbench
Internal Time And Forecasting Portal
A sanitized note on shaping a practical portal for weekly time reporting, forward forecasting, and smoother operational planning.
Workbench
Personal Assistant Operating Model
A public description of the home personal-assistant pattern and the boundary thinking for a separate work-side assistant.
Workbench
Current AI Security Operating Notes
Short current notes on shaping AI security material around evidence, architecture discipline, and safe public publishing.
Workbench
Portfolio and Model Access Reshape
Current work on separating durable portfolio evidence from the moving Workbench, while making model inference clearer for registered users.
Workbench
AI Publishing Workbench
A workbench note on AI-assisted public publishing with draft status, sanitization checks, approval gates, and audit records.