QNFO Papers

Open research library

Papers you can read, cite and question

612 papers from the QNFO program, filed on nine shelves by the reader each one is written for: energy per answer, error correction, physics, numbers and p-adics, logic and formalism, AI and knowledge, autonomous systems, assessments, and cross-cutting essays. Every page renders its mathematics and can be questioned in place. How a living paper works.

Looking for an answer rather than a paper? Ask the whole corpus: answers cite the papers they come from.

AI & knowledge papers 1 paper

Metascientists, research offices and AI-oversight researchers. What a claim is worth. Ignorance audits, epistemic repair and legibility, calibration and confidence, what an AI-assisted result actually establishes, consilience across fields, and research integrity as a measurable property.

Benchmarking. Measurement protocols and comparative benchmarks Tagged papers: 13.

  1. AI & knowledgev0.1

    Prioritizing Large Language Models for Scientific Research and Agentic AI: A LiveBench-Grounded Audit (August 2026)

    An audit of the frontier large-language-model landscape (August 2026) for mathematics-heavy scientific research and agentic AI, grounded in the LiveBench 2026-06-25 contamination-free benchmark. Findings: no Llama model ranks in the top 42; DeepSeek V4 Pro 0813 is the mathematics price-performance…

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