Arxis Package

verified-decoding

Differentiable constraint satisfaction for LLM decoding.

verified-decoding plugs into generation and repairs logits using a learned world model instead of rigid grammar-only masking.

  • Soft, learned structural and type constraints
  • Gradient-based logit repair mechanism
  • Token-conditioned recurrent world-model rollouts
  • Conformal acceptance layer for calibrated decisions

pip install verified-decoding