The Everyday AI Desk
@theeverydayaidesk.bsky.social
Documenting the reality of everyday AI — the failures, the friction, the patterns most miss. Product manager. The Everyday AI Desk.
www.TheEverydayAIDesk.com
www.TheEverydayAIDesk.com
Most AI systems don’t fail because the model is weak. They fail because the system only works when attention is high and conditions are clean. Real work breaks those assumptions.
www.theeverydayaidesk.com/why-your-ai-...
www.theeverydayaidesk.com/why-your-ai-...
Why Your AI System Worked in the Demo But Broke Under Real Work
If you’ve implemented AI more than once, you’ve likely seen this pattern.
The demo worked.
The test case looked clean.
The output was impressive.
Then the system met real work.
Usage droppe...
www.theeverydayaidesk.com
January 12, 2026 at 3:08 AM
Most AI systems don’t fail because the model is weak. They fail because the system only works when attention is high and conditions are clean. Real work breaks those assumptions.
www.theeverydayaidesk.com/why-your-ai-...
www.theeverydayaidesk.com/why-your-ai-...