Blueprint: A Chat Pipeline for Hallucination Mitigation and Strict Moderation

Scorpowned · reddit · 2026-08-31

The author proposes a chat pipeline architecture with 3 LLMs and 3 deterministic gates to mitigate hallucinations and enforce strict moderation. Key components include: L1 parses input to structured requests; G1 enforces tool calls; L2 computes results from tool data; G2 validates and filters content (triggering async human review); L3 generates natural language; G3 performs a final output filter. The design keeps reasoning traces internal and routes any illegal content to authorities while presenting a clean user interface.

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