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I Built an AI System That Makes 4 Agents Debate Scientific Papers , And Then Tells You Where They Disagree

Community description: How GraphRAG + a multi-LLM council produces more trustworthy answers than any single AI...

Dev.to | Mar 10, 2026 | Muhammad Ali Nasir

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With 50+ tools, that's 25,000+ tokens before the agent does anything useful. Every agent reviews every other agent's response — anonymized, to prevent model bias. Research Council writes every conclusion back to the graph as a new node linked to source papers.

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