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LLM & GenAI Fundamentals / 60

Your LLM confidently answers even when it has no idea. How do you make it say 'I don't know'?

Models are trained to be helpful, which quietly trains them to never refuse. Getting honest abstention back is a system problem, not a prompt tweak. Here is the stack that actually moves the refuse-when-unsure rate.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Models are trained to be helpful, which quietly trains them to never refuse. Getting honest abstention back is a system problem, not a prompt tweak. Here is the stack that actually moves the refuse-when-unsure rate.

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