Encode the win, not the mistake
July 31, 2026
1:07
Every correction you give an AI agent teaches it something — the question is what. Tell it "never do that again" and it remembers the mistake. Tell it "I like it this way" and it remembers the win. Erin Wiggers thought this through live on this week's AI-Native Shift: what if every correction were reframed from negative to positive by default? Small shift, real difference in what sticks. #AINativeShift #AIReadiness
Where this came from
Your Agents Are Only as Free as Your Rules — Part 3: Empowerment over Learned HelplessnessWatch the full conversation this clip was pulled from.
The next step
