July 6, 2026
Teaching Workers To Distrust AI Safely: Low-Stakes Error Practice Before Production
How to build safe-failure practice into AI training: plausible wrong answers a skilled person would accept, why they cost more to write than the right ones, and why the trades worker who writes off a tool over one miss is the failure most courses never plan for.
by Christopher Ross
