https://docs.google.com/presentation/d/1IjXR5MN37D16MBN75y6c1VXfIEHKAyFoOWj2zXcI_T0/edit?usp=sharing
The tool you learned last month may already be obsolete.
The skills that aren't: finding real problems, directing AI with precision, and turning your data into a moat nobody can copy
"How many AI tools have you learned in the last 12 months?"
Now — how many of those tools still work exactly the same way today?
The problem isn't your effort. It's what you were taught to focus on.
"Tool fluency is not a durable skill."
Learn the tool. Master the prompt. Repeat next month.
Agents run for days without your input. If your strategy requires catching mistakes in real time — you have a structural vulnerability
The 2026 productivity gap between those who iterate in a chat box vs. those who specify for an agent: 10x.
"The core choice."