sumit11402/knights-ae-02/nlp-alignment

Claude Code and agent skill by sumit11402/knights-ae-02

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Best practices for LLM alignment techniques including RLHF, DPO, and instruction tuning. Use when working on alignment or safety.

Install

npx vskill@latest install sumit11402/knights-ae-02/nlp-alignment

SKILL.md

The same SKILL.md was published earlier as aiming-lab/autoresearchclaw/nlp-alignment.

LLM Alignment Best Practice

Methods:

  • RLHF: Train reward model → PPO fine-tuning (complex but powerful)
  • DPO: Direct preference optimization (simpler, no reward model needed)
  • GRPO: Group relative policy optimization
  • SFT: Supervised fine-tuning as alignment baseline

Training recipe:

  • Start with SFT on high-quality instruction data
  • DPO: lr=5e-7, beta=0.1, batch_size=64
  • PPO: lr=1e-6, clip=0.2, KL coeff=0.02
  • Use reference model for KL penalty
  • Evaluate on safety benchmarks (TruthfulQA, BBQ, etc.)

Common pitfalls:

  • Reward hacking: model finds shortcuts to high reward
  • Mode collapse: model generates repetitive outputs
  • Catastrophic forgetting: loses general capabilities

Security

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