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Nobody Taught LLMs to Say “I Don’t Know”
Latest  Machine Learning

Nobody Taught LLMs to Say “I Don’t Know”

The Dev Loop
7 likes
August 17, 2026

Author(s): The Dev Loop Originally published on Towards AI. Hallucination is a grading problem. Contrary to popular belief, the chatbot on your screen does not invent facts because something inside it is broken. It invents facts because we grade it, and the …

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How LLM Quantization Works: INT8, INT4, GPTQ, and AWQ Explained
Latest  Machine Learning

How LLM Quantization Works: INT8, INT4, GPTQ, and AWQ Explained

The Dev Loop
20 likes
June 5, 2026

Author(s): The Dev Loop Originally published on Towards AI. A plain-language guide to reducing model precision: the mechanism, the accuracy trade-off, and how to choose a method. You found the perfect open-weights model. You read the benchmarks, you cloned the repo, and …

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