Prady Prakash

Writings

Writing on technology, building, and engineering.

Building an RL Environment for an LLM Coding Agent

A guided walk through building, from scratch, a real reinforcement-learning environment for an LLM coding agent — the reset/step contract, a safe sandbox, a reward that resists hacking, and a real gpt-4o policy.

Options, practically

A practical, low-math introduction to options trading: calls, puts, payoff diagrams, the Greeks, and a paper-trading simulator.