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certifying-algorithms

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AnwarDebes / reins

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A certifying, model-free, minimal-intervention runtime shield for LLM agents: it repairs an unsafe tool-call trajectory with the least-cost enactable edit instead of blocking, and certifies every intervention for re-verification without the model.

python security ltl temporal-logic formal-methods ai-safety interpretability runtime-verification model-free tamper-evident tsetlin-machine guardrails llm runtime-enforcement llm-agents agent-safety minimal-intervention shield-synthesis edit-automata certifying-algorithms
  • Updated Jun 28, 2026
  • Python

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