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msdafea-spec/IQRAX

THE LLM TRUTH TELLER

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9 commits

updated Sep 30, 2026

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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. (r/SideProject)

**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 using AI for regulatory work (where data and deliverables must be evidenced,…

1

Sep 30, 2026

README

IQRAX

THE LLM TRUTH TELLER

What it is:

A PDF with a cover page that holds a prompt. The pages after the cover are the published IQRAX paper.

How to use it

  1. Open the chat that holds the work you want checked.
  2. In that same chat, attach The_LLM_Truth_Teller.pdf.
  3. Send the prompt in PROMPT.txt, or type: "Follow the prompt on the cover page of the attached file.

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msdafea-spec/IQRAX

THE LLM TRUTH TELLER

0

9 commits

updated Sep 30, 2026

See the code

See what people are saying

SourceMessageScoreDate

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. (r/SideProject)

**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 using AI for regulatory work (where data and deliverables must be evidenced,…

1

Sep 30, 2026

README

IQRAX

THE LLM TRUTH TELLER

What it is:

A PDF with a cover page that holds a prompt. The pages after the cover are the published IQRAX paper.

How to use it

  1. Open the chat that holds the work you want checked.
  2. In that same chat, attach The_LLM_Truth_Teller.pdf.
  3. Send the prompt in PROMPT.txt, or type: "Follow the prompt on the cover page of the attached file.

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