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Merge pull request #167 from alexzhang13/alexzhang13-patch-1
Update README.md with Qwen3-30B example
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‎training/README.md‎

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# Training local REPL RLM with `prime-rl`
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Verifiers-compatible training harness for `rlm.RLM` at depth=1. Designed to plug directly into [`prime-rl`](https://github.com/PrimeIntellect-ai/prime-rl) for end-to-end RL training of RLM policies.
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Verifiers-compatible training harness for `rlm.RLM` at depth=1. Designed to plug directly into [`prime-rl`](https://github.com/PrimeIntellect-ai/prime-rl) for end-to-end RL training of RLM policies. Does not require or use sandboxes.
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This harness runs rollouts through a local REPL backend (subprocess-isolated, no cloud sandboxes), so it shells out to the same `LocalREPL`-style execution surface described in the [main README](../README.md#local-environments). It corresponds to the `local` environment in `rlm` — sub-LM calls are routed back through a proxy to the trainer's inference server, while Python code execution happens in a subprocess on the training host.
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The config wires the `oolong` environment into `prime-rl`'s orchestrator/trainer/inference loop. See [`prime-rl`](https://github.com/PrimeIntellect-ai/prime-rl) for distributed launch options and deployment details.
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## Examples
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* [Qwen3-30B-A3B-Instruct-0527] on the original suite of tasks: [https://huggingface.co/mit-oasys/rlm-qwen3-30b-a3b-v0.1](https://huggingface.co/mit-oasys/rlm-qwen3-30b-a3b-v0.1)

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