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Dev Tools · 1h ago

Hobbyist Builds Private Cloud AI Safety System on a Mini PC

By Meridian48 News Desk · Summarised from DEV Community ·

A developer created HazShield AI, an industrial safety system running on a single mini PC with 28GB RAM. It processes thousands of sensor streams locally, using a Rust ingestion gateway and quantized LLM for hazard planning. The system prioritizes safety over storage, with sub-50ms alarm handling and zero reliance on cloud APIs.

Meridian48 take
While impressive as a DIY project, the real-world deployment of such a system would require rigorous certification and redundancy beyond a single mini PC.
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I Built a Private Cloud That Runs an AI Safety System Under My Desk →
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