What I am focused on this season:

• Writing the Production AI Fundamentals series, one fundamental per week, in public. Week 1 is verification gates.
• Rebuilding Naulus into a public evidence map for fitness and nutrition claims, powered by my extraction pipeline.
• Extending PermitCheck, my Toronto permit-readiness checker that resolves each lot's actual zoning, and pushing its eval-gated accuracy.
• Reconnecting with people I have worked with over the years. If we have crossed paths, I would genuinely like to hear what document and data grunt work looks like where you are.
• Training consistently and tracking it with the same rigor as my pipelines. The discipline transfers in both directions.

Reading: primary sources for the fundamentals series, and whatever my kids put in my hands.