Turning Claude Code into a Self-Improving Agentic Development Platform

Every AI coding session is a chain-of-thought reasoning trace — step-by-step problem solving with verifiable outcomes. BashGym captures these traces and uses them to train a reasoning language model with the same techniques behind frontier RLMs: GRPO for reinforcement learning, RLVR for verifiable reward signals from test results, and distillation to transfer reasoning from a large teacher into a small local model. The result is a personal RLM trained on how you actually think through code — your conventions, your repos, your patterns.