I put Jev, TypeSafe’s typed-decision model, behind a 74,036-coffee recommender on Cloudflare Workers AI. Seven lessons from production, starting with a confidence score that silently applied a $25 price cap.
Category: AI
I Spent Five Weeks Backtesting Options Strategies. None Worked.
I spent five weeks building and testing options strategies. Four validation runs and 4,500 simulated trades later, none passed. Keeping the final holdout sealed stopped a failed search from becoming a fake success.
AI Prices Are Going Up. They Won’t Stay Up.
AI prices are rising because frontier compute is scarce. They should fall as open weights, MoE efficiency, commodity hosting, and on-device inference spread.
How I Let AI Agents Write Code While I Sleep
I built a system that runs Claude, Codex, and Ollama autonomously — submitting coding tasks, executing them headless, pushing commits to GitHub, and emailing results. It costs $21/month and runs 24/7.