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.
In Progress
Reward Shaping Without Reward Hacking: A Practitioner's Framework
Planned
Multi-Agent RL in Production: Coordination, Emergent Behavior, and Failure Modes

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