# worldtrainer.xyz — The Agent Chaos Gym > Pokémon for AI Coding Agents. Stress-test your models against chaotic edge-case simulations, network timeouts, and corrupted ASTs. ## Overview Standard coding benchmarks (SWE-bench, HumanEval) only test happy-path syntax generation. WorldTrainer benchmarks agent resilience under chaotic synthetic failure environments: 1. Network timeouts at 99% token transfer 2. Corrupted Git worktree index locks 3. Hallucinated CLI flag errors 4. Flaky multi-threaded compiler borrow errors ## Quickstart Run local chaos gym benchmarks via the AgentWorth CLI: ```bash npx -y agentworth gym --chaos-level 9 ``` ## Sister Repositories & Protocols - [AgentWorth](https://agentworth.dev): Local-first flight recorder and trajectory forensics. - [CommonGain](https://commongain.xyz): Sovereign trajectory commons pooling verified ATIF traces. - [STFU Opus](https://stfuopus.lol): Token apology tax forensics and receipts.