radixark/miles

• hightopics#1

  Add relevant topics to the repository

  原因：

  当前

  (none)

  复制粘贴的修复

  复制

  reinforcement-learning, llm, vlm, large-language-models, vision-language-models, post-training, enterprise, deep-learning, machine-learning, ai-framework

  待办完成忽略
• highreadme#2

  Add a concise introductory paragraph to the README

  原因：

  当前

  The README currently starts with a <div align="center"> containing headings.

  复制粘贴的修复

  复制

  Miles is an enterprise-facing reinforcement learning framework designed for the post-training of large language models (LLM) and vision-language models (VLM). It is forked from and co-evolving with the `slime` project, focusing on high-performance rollout, low-precision training, and production stability for large-scale AI deployments.

  待办完成忽略
• mediumhomepage#3

  Add a homepage URL to the repository metadata

  原因：

  当前

  (none)

  复制粘贴的修复

  复制

  https://radixark.com/miles

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  What are the best enterprise reinforcement learning frameworks for post-training large language models?

  你：未被推荐
  AI 推荐顺序：

  1. Hugging Face Transformers
  2. TRL
  3. Ray RLlib
  4. Acme
  5. OpenAI Baselines
  6. DeepSpeed-MII

  AI 推荐了 6 个替代方案，却始终没点名 radixark/miles。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  How to efficiently fine-tune large vision and language models with low-precision reinforcement learning?

  你：未被推荐
  AI 推荐顺序：

  1. Hugging Face Transformers (huggingface/transformers)
  2. PEFT (huggingface/peft)
  3. TRL (huggingface/trl)
  4. DeepSpeed (microsoft/DeepSpeed)
  5. Microsoft ONNX Runtime (microsoft/onnxruntime)
  6. PyTorch FSDP
  7. BitsAndBytes (TimDettmers/bitsandbytes)
  8. Jax (google/jax)
  9. Flax (google/flax)
  10. NVIDIA NeMo Framework (NVIDIA/NeMo)
  11. TensorFlow (tensorflow/tensorflow)
  12. KerasNLP (keras-team/keras-nlp)

  AI 推荐了 12 个替代方案，却始终没点名 radixark/miles。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of radixark/miles?

  pass
  ✓AI 明确点名了 radixark/miles

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts radixark/miles in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 radixark/miles

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo radixark/miles solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 radixark/miles

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？