Instructor

Library for structured LLM outputs

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Episodes

#2115: Why AI Answers Differ Even When You Ask Twice

You ask an AI the same question twice and get two different answers. It’s not a bug—it’s physics.

Apr 7
#1994: Why Can't AI Admit When It's Guessing?

Enterprise AI now auto-filters low-confidence claims, but do these self-reported scores actually mean anything?

Apr 4
#1858: Multi-Model Agents: The Instruction & Context Gap

Mixing AI models creates chaos. Learn the practical fixes for context windows, tokenization, and output formats.

Apr 1
#870: From Flowcharts to State Machines

Stop squinting at posters. Learn how to turn static first aid flowcharts into interactive, AI-powered apps using state machines and XState.

Feb 26