Runtime containment layer for LLM agents. Token budgets, concurrency gates, adversarial hardening. Zero dependencies.

Prevent your Python code from lying, before it ships. Runtime contracts. Type enforcement. Safety you can trust , even when static types can't help.

Aegis is a research framework that applies Non-Linear Control Theory and H-Infinity Robust Control to AI Alignment. It treats Large Language Models as stochastic plants, using mathematically rigorous feedback loops to identify and reject "deceptive" activations as system disturbances.