Agents read a schema and act.
Ambiguity in the interface becomes ambiguity in behavior.
Immediately. Silently.
Most MCP design discussions feel new.
The underlying problems don't.
Good design has always been about reducing uncertainty. https://t.co/jhA1Ke4llD
AI is basically a multiplier
Bad hiring process?
-1 × 100 = -100
Good hiring process?
+1 × 100 = +100
The problem isn’t AI. It’s what we chose to amplify.
Wrote about hiring, team ownership, and weird transition times.
https://t.co/KMLV6oPMOG
Execution used to be the differentiator.
Now AI does it faster, cheaper, at scale.
What remains valuable: direction, judgment, context.
Thinking is the work.
The differentiator has moved. Most people still haven't noticed.
https://t.co/DqmqXtYs8L