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Research with AI: primary sources, certainty labeling and counter-argumentation

BACKGROUND
1 SIGNALFIRST DETECTED 29 March 2026
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12 Aug
AI Prompt Data Provenance: A Governance Framework for Community Sources

<p><a href="https://scalevise.com/resources/ai-content-provenance-platform-governance-framework/" rel="noopener noreferrer">Data provenance</a> in AI prompt work is a governance

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16 Oct
How AI assistants choose which sources to believe

<p>When an assistant answers a question about a category, it does not go and read the internet. It reads a small set of things it has already decided are worth believing, and then

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5 Oct
We Find the Public Files Others Don't: Building Archive777 to Research 1.4+ Million Source Files

<p>Archive777 isn't limited to conventional research questions. Some of the most interesting investigations begin with claims that are dismissed, disputed, forgotten, or labeled

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22 Apr
AI scientists produce results without reasoning scientifically [R]

<!-- SC_OFF --><div class="md"><p>Researchers ran 25,000 AI scientist experiments and discovered something that need attention!!</p> <p>AI scientists are producing results without

OPINION · WHEN · MachineLearningOPEN STORY
12 May
Would you trust AI more if it showed live proof/sources while answering?

<!-- SC_OFF --><div class="md"><p>One thing I keep noticing with AI tools is that even when the answer sounds correct, people still open Google or another AI to verify it anyway —

OPINION · WHEN · OpenAIOPEN STORY
26 May
A SEC filing research prompt pack for source-aware stock research

<h2> Who this is for </h2> <p>Use this when you want to understand a company from primary sources without letting an AI model invent confidence. The goal is not to decide whether

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