Get the Hallucination Defence Kit and the slide deck that show you the workflow, prompt patterns, toggles, and pre-publish checks Kyle uses before anything AI-touched goes live.
The practical workflow guide: what is happening, when the risk spikes, the four toggles, prompt patterns, and the pre-publish checklist.



The visual deck version of the hallucinations breakdown for quick review or sharing with a team.



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What You'll Walk Away With
Understand what hallucinations actually are instead of treating AI like a smarter Google.
Run the four-toggle setup before high-stakes prompts: web search, stronger model, deep thinking, and source docs.
Use three prompt patterns that reduce garbage answers: source the question, force comparison, and permit abstention.
Apply the pre-publish checklist before newsletters, client docs, social posts, or slide decks go public.