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AI dev and agent tools, decision-grade.

Benchmarks we run. Prices we verify daily. Field evidence we curate from postmortems, dev posts, and vendor retros ; terse, dated, honest.

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SectionFine-Tuning Platforms8 tools
  1. heretic

    p-e-w

    Fully automatic censorship removal for language models

  2. LlamaFactory

    hiyouga

    Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

  3. peft

    huggingface

    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

  4. rllm

    rllm-org

    Democratizing Reinforcement Learning for LLMs

  5. TTRL

    PRIME-RL

    [NeurIPS 2025] TTRL: Test-Time Reinforcement Learning

  6. unilm

    microsoft

    Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

  7. unsloth

    unslothai

    Unsloth Studio is a web UI for training and running open models like Gemma 4, Qwen3.6, DeepSeek, gpt-oss locally.

  8. verl-agent

    langfengQ

    verl-agent is an extension of veRL, designed for training LLM/VLM agents via RL. verl-agent is also the official code for paper "Group-in-Group Policy Optimization for LLM Agent Training"