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I built a device-first deterministic architecture layer for frontier LLMs and published my research. Looking for people to run a narrow test and report back results. [P]

**BACKGROUND** My partner and I have spent the last year building an architecture layer that separates probabilistic intelligence from deterministic authority. We call it IQRAX.

By /u/ThirdCultureMisfitReddit - r/ML
I built a device-first deterministic architecture layer for frontier LLMs and published my research. Looking for people to run a narrow test and report back results. [P]

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Originally published by Reddit - r/ML on Sep 30, 2026.

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