Concept · 8 episode(s)

RAG

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Definition

Retrieval-Augmented Generation (RAG) pulls relevant context from an external corpus and stuffs it into a model’s prompt before generation, letting the model answer based on freshly retrieved facts rather than just its weights. It’s the dominant pattern for grounding LLMs in private or up-to-date data.

Episodes covering this

  1. 247
    One Edited Photo, an Honest Caption, and a RAG System That Believes It
    Vis-Poison: Poisoning Visual Knowledge in Multimodal Retrieval-Augmented Generation
    Liang, Chen, Lei et al. · Southwestern University of Finance and Economics·18 min·Aug 24, 2026
  2. 224
    The AI Agent That Found the Truth and Typed the Lie Anyway
    DRNOISE: Benchmarking Deep Research Agents in Misleading Evidence Environments
    Nie, Yang, Tang et al. · Hong Kong Baptist University·14 min·Jul 21, 2026
  3. 214
    The Medical AI Answer That's Accurate, Sourced, and Still Wrong
    Deceptive Grounding: Entity Attribution Failure in Clinical Retrieval-Augmented Generation
    Caruzzo, Yoo, Kim · Lunit·13 min·Jul 13, 2026
  4. 201
    One in Four NeurIPS Papers Cites a Reference That Doesn't Exist
    Phantom References: Hallucinated Citations That Survive Peer Review at Top-Tier Conferences
    Russinovich, Kumar, Salem · Microsoft·19 min·Jul 06, 2026
  5. 198
    The Model That Knows the Answer and Can't Say It
    Can Language Models Actually Retrieve In-Context? Drowning in Documents at Million Token Scale
    Gollapudi, Gupta, Singhal et al. · UC Berkeley·17 min·Jul 03, 2026
  6. 151
    Why More Experience Made This AI Agent Worse, And How to Fix It
    Not All Skills Help: Measuring and Repairing Agent Knowledge
    Wang, Zhou, Liang et al. · UNC Chapel Hill·28 min·Jun 16, 2026
  7. 106
    Giving Agents a Notebook Instead of New Weights: How ExpGraph Lets Frozen Models Learn
    ExpGraph: Model-Agnostic Experience Learning with Graph-Structured Memory for LLM Agents
    Feng, Ye, Luo et al. · University of Illinois Urbana-Champaign·26 min·Jun 02, 2026
  8. 031
    When Your AI Assistant Won't Let Go of Old Facts About You
    STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?
    Chao, Bai, Sheng et al. · Wuhan University·24 min·May 09, 2026

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