计划执行与检查节点
executing-plans
按既定实施计划完成工作,保持过程检查和反馈。
wrappers-and-utilities【效率与协作】Use PettingZoo conversion wrappers, utility wrappers, AgentSelector, reward/observation helpers, and wrapper troubleshooting guidance.
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Use this sub-skill when an agent needs to convert between PettingZoo AEC and Parallel APIs, compose utility wrappers, diagnose wrapper errors, use AgentSelector, compute random-policy reward baselines, save image observations, or capture text rendering.
aec_to_parallel, parallel_to_aec, turn_based_aec_to_parallel, wrapper ordering, AEC-vs-Parallel limitations, base wrappers, or multi-episode wrappers.AgentSelector, average_total_reward, save_observation, CaptureStdoutWrapper, capture_stdout, or EnvLogger guidance.parallel_to_aec and valid aec_to_parallel conversion semantics work in the installed PettingZoo package.step(None) control flow, use ../use-environments/SKILL.md.raw_env() factories, _was_dead_step, _clear_rewards, or custom AgentSelector turn logic, use ../custom-environments/SKILL.md.api_test, parallel_api_test, seed tests, render tests, or native wrapper test selection, use ../testing-and-validation/SKILL.md.Treat PettingZoo's utility wrappers as mostly AEC-oriented. If a user starts from a Parallel environment, convert to AEC when needed, apply AEC wrappers there, then convert back only when the environment satisfies the parallel-conversion assumptions.