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Keep the Tokens Flowing: Lessons from 16 Open-Source RL Libraries

Hugging Face · published 10 March 2026

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https://www.minimax.io/news/forge-scalable-agent-rl-framework-and-algorithm
minimax.io
https://github.com/huggingface/trl
github.com
https://huggingface.co/spaces/lm-provers/qed-nano-blogpost
huggingface.co
https://www.databasemart.com/blog/vllm-gpu-benchmark-h100
databasemart.com
https://github.com/inclusionAI/AReaL
github.com
https://github.com/OpenPipe/ART
github.com
https://github.com/NousResearch/atropos
github.com
https://github.com/radixark/miles
github.com
https://github.com/NVIDIA-NeMo/RL
github.com
https://github.com/sail-sg/oat
github.com
https://github.com/allenai/open-instruct
github.com
https://github.com/ServiceNow/PipelineRL
github.com
https://github.com/PrimeIntellect-ai/prime-rl
github.com
https://github.com/alibaba/ROLL
github.com
https://github.com/NovaSky-AI/SkyRL
github.com
https://github.com/THUDM/slime
github.com
https://github.com/meta-pytorch/torchforge
github.com
https://github.com/google/tunix
github.com
https://github.com/verl-project/verl
github.com
https://github.com/PrimeIntellect-ai/verifiers
github.com
Open Source RL Libraries for LLMs Read at the source ↗
anyscale.com
https://github.com/pytorch/monarch
github.com
https://allenwang28.github.io/monarch-gpu-mode/05_rl_intro.html
allenwang28.github.io
https://en.wikipedia.org/wiki/Multiple_buffering
en.wikipedia.org
https://github.com/PrimeIntellect-ai/prime-rl/blob/main/src/prime_rl/trainer/models/layers/lora/multi_moe.py
github.com
https://github.com/vllm-project/vllm/blob/2488a82f89b15ad2ebed12160dcc423d44210db2/vllm/lora/ops/triton_ops/fused_moe_lora_op.py
github.com
https://github.com/sgl-project/sglang/pull/14105
github.com
https://github.com/vllm-project/vllm/blob/f3c6c9c9d794fac5e74b59bc75da6e9d1921eeac/vllm/distributed/weight_transfer/nccl_engine.py
github.com
https://github.com/inclusionAI/asystem-awex
github.com
https://github.com/kvcache-ai/Mooncake
github.com
https://github.com/MoonshotAI/checkpoint-engine
github.com
https://github.com/ai-dynamo/nixl
github.com