Emiliano Muharremi

Emiliano Muharremi

Hi, I'm Emiliano an industrial engineer

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Causal Safety Engine - A causal safety layer for validating AI agent actions

Causal Safety Engine is a safety-first validation layer for AI agents. It analyzes agent actions using causal signals (not just correlations) to detect unsafe, non-identifiable, or unstable decisions before execution. Designed for high-risk and autonomous systems, it favors “causal silence” over false positives and integrates with existing AI pipelines as a governance and safety control.

Causal Safety Engine - AI that prefers silence over unsafe decisions

This is not an AI assistant. It does not recommend actions. It does not optimize behavior. It's a causal safety engine designed to validate causal evidence and block unsafe automation in high-risk AI systems. When causal identifiability is insufficient, the engine intentionally produces no output. Silence is treated as a correct and safe outcome.
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