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The RAG Verification Trap: Why AI Still Hallucinates in Production (And How to Fix It)

This story is from 2026-10-19. It is preserved in the archive; the latest stories are on the live feed.

When we integrate Large Language Models (LLMs) into production pipelines, we often treat hallucinations as rare edge cases. In reality, hallucinations aren't bugs—they are a core feature of how autoregressive models work. LLMs are structurally optimized to predict the most statistically probable ne…

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  1. 2026-10-19 12:50 · DEV Community — AI
    The RAG Verification Trap: Why AI Still Hallucinates in Production (And How to Fix It)

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