AgentGuard — Formally Verified Runtime Guardrail for AI Agents
Six-property safety framework combining DFA deny rules, TLA+-verified FSM compliance,
Kani-proved taint tracking, and LoRA-based semantic judgment.
Composition theorem: Lamport (TLA+) × Denning (lattice) for full-stack agent safety.
ASE 2026
Draft
Agent Safety
Formal Methods
BitDecay — Exponential Error Accumulation in LLM Reasoning
One Bit at a Time: measuring how LLM compositional reasoning accuracy
degrades exponentially with chain length and state complexity.
Formula: η = k · exp(−akn), validated across 14 models and 3 task families.
NeurIPS 2026
Draft
LLM Reasoning
Scaling Laws