Follow me on LinkedIn - AI, GA4, BigQuery

Imagine you’ve had a long conversation with your AI assistant (ChatGPT, Claude Desktop, Claude Code, etc.).

You’ve been carefully planning an AI agent. 

You’ve discussed product requirements, design decisions, workflows….everything needed to build the agent programmatically. Or so you think.



Then you ask the assistant to go ahead and build it.

The agent gets created… but something feels off. It’s not following all the specifications you discussed earlier.

What follows are hours of back-and-forth:

  • Correcting assumptions.
  • Repeating requirements.
  • Rebuilding agents.
  • Wasting tokens and time.

The root problem?