SMRTR AIAug 24, 2026Hacker News

A real-time LLM stream guard that catches LLM hallucinations mid generation

SMRTR summary

SIMURG is a lightweight, real-time tool that monitors AI text streams and catches decoding corruption, like repetition loops, language drift, or garbage output, before it ever reaches the user. Running at nearly 200,000 characters per second using only NumPy, it holds, checks, and cuts bad streams mid-generation, triggering automatic retries instantly.

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