A middleware proxy and library that allows developers to define strict, declarative policies for LLM tool calls. It intercepts agent actions in real-time to validate them against a set of rules before any execution occurs, ensuring the LLM cannot perform unauthorized actions.
The framework reveals a high-integrity technical solution that solves the 'probabilistic safety' problem by introducing a deterministic enforcement layer. While it offers immense value for regulated industries like FinTech, its success depends on overcoming the friction of manual policy definition and the risk of blocking valid agent workflows.
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Essential for evaluating the internal technical strength of the deterministic approach against the external threat of evolving LLM native safety features. · Generated 2026-09-24 by cavi/gemma4-31b-it-awq-4bit-32kAI-generated