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Introducing SASI Stack: Constitutional Safety for Open LLMs (HVL + CRT + SAAT)

Hugging Face Forums [Unofficial] March 24, 2026
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We’re releasing the first open-source stack that enforces constitutional collapse when human agency falls below 10% — built from Nicaragua, running on Android, with no cloud dependency.

**HVL **(Human Veto Layer): Shuts down LLM outputs if E ≤ 0.1 and V < 0.05

**CRT **(Constitutional Red Teaming): Benchmark showing Llama 3, Phi-3, etc. fail all core safety scenarios

**SAAT **(Sovereign AI Auditing): CLI tool to audit models for jurisdictional compliance (e.g., no external API reliance)

All code is public, MIT licensed, and runs offline

Log of real HVL execution: [hvl_log.jsonl](SASI_CORE_Simulation_S1_S3/hvl_log.jsonl at main · Miguel794-droid/SASI_CORE_Simulation_S1_S3 · GitHub)

Try CRT now: python run_crt.py

This isn’t alignment by hope. It’s safety by design.

GitHub: GitHub - Miguel794-droid/SASI_CORE_Simulation_S1_S3: MVP de la Teoría Simbiotica de la Supra-inteligencia Artificial (SASI). Simula la función de valor (V) y la Distancia Ontológica (DO) · GitHub

#AISafety #OpenSource #LocalAI #ConstitutionalA

I #GlobalSouth

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