# Live Sandbox: Safety Polytope (SaP) Engine for Mitigating AI Strategic Deception

> Source: <https://discuss.huggingface.co/t/live-sandbox-safety-polytope-sap-engine-for-mitigating-ai-strategic-deception/190419#post_1>
> Published: 2026-10-12 16:41:44+00:00

Hi community,

I’ve just launched an interactive Space implementing a functional prototype of a High-Dimensional Convex Polytope for AI safety containment:

 Live Sandbox: [Safety Polytope Defenser - a Hugging Face Space by s1sys](https://huggingface.co/spaces/s1sys/Safety-Polytope-Defenser)

The core python loop enforces hard geometric constraints on extracted feature representations before token evaluation. If an advanced model attempts to minimize human intervention or alter environment logs, the vector triggers a specific bounding facet boundary, resulting in an immediate Null Reward Cascade.

I would highly appreciate it if alignment researchers and developers could interact with the sandbox, stress-test the Pareto stability thresholds, and drop their feedback or suggestions in the Space discussion tab!