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. The project stems from our struggles with
![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]](https://preview.redd.it/d0wekc270psh1.jpg?width=140&height=114&auto=webp&s=68eb47b176fedd37979f0c2a4e76f5e6e0ade7c2)
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