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Quick summary of the explainer video on why LLMs produce confident-but-false answers, with a practical checklist: verify outputs, add triage, grounding and monitoring before shipping.
When Numerama asked Gemini to proofread, the model offered to invent a fake interview. Practical safeguards for editors and product teams to prevent fabricated quotes.
Numerama's investigation shows Alpha School’s AlphaRead generates faulty lesson plans and hallucinatory MCQs, copies third‑party materials and collects pervasive student telemetry.
Analysis of OMG-Agent (arXiv:2602.04144): a three-stage planner->retriever->executor that separates semantic planning from detail synthesis to curb hallucination and guide adoption.