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Home AI Research & Breakthroughs

Science One Framework: A verifiable autonomous analysis framework through Chain-of-Proof

Future News 24 by Future News 24
August 1, 2026
in AI Research & Breakthroughs
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Science One Framework: A verifiable autonomous analysis framework through Chain-of-Proof
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Chain-of-Proof: A framework for verifiable analysis

The CoE is a conceptual framework that defines what makes a analysis artifact reliable, a lot as ACID defines what makes a database transaction dependable. Slightly than prescribing the way to construct a analysis agent, the framework specifies the properties its outputs will need to have. It follows a single precept with two halves: each declare in a analysis artifact should carry a recorded proof chain (completeness), and every chain should genuinely assist the declare it’s hooked up to (correctness). A declare could also be a reference, a reported quantity, a technique description, or a conclusion, that should hyperlink again to corresponding proof, comparable to a peer-reviewed paper, an experimental log line, the code that really ran, or the outcomes desk.

A hallucinated reference factors to a paper that doesn’t exist. An unreproducible rating doesn’t reappear when the code is re-run. A misdescribed methodology claims one algorithm within the paper whereas the code implements one other. Every is a declare whose chain again to its proof is damaged; the CoE Audit makes these breaks measurable.



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