// Hacker Noon · 26 March 2026

Why Standard RAG Will Get You Killed: Enter the Autonomous Sovereign Analytical Cell

Standard RAG systems hallucinate because flat vector databases don't understand time or supersession. Praetor AI fixes this using an autonomous, sovereign multi-agent cell (Curator, Scout, Advisor, Composer) and Temporal GraphRAG. It runs entirely on local edge hardware (tested natively on Intel CPU...

Hacker Noon

@hacker-noon · Nick Maletsky

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