Sim-to-Real Transfer
Sim-to-Real Transfer: Why Your Trained Policy Breaks in Production, and How to Harden It
A sim-trained policy that crushes benchmarks can collapse on contact with the real system. Five concrete principles for closing the reality gap in biotech, robotics, and energy — and the safety wrappers that keep production trustworthy.
Data Readiness
5 Signs Your Data Is Ready for Reinforcement Learning
Before you invest in reinforcement learning, check whether your data can actually support it. Five concrete readiness signals — and what to do when you're not there yet.
Reinforcement Learning
Why Your RL Project Fails, and How to Make It Production-Ready
Companies spend 6–18 months on RL projects with competent teams and standard frameworks — then discover their "working" prototype behaves unpredictably in production. Three avoidable mistakes, and what production actually requires.