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September 18, 2026

1 min read

Put the Strongest Model Where Errors Spread

By Cristiano Pierry

Model choice should follow how far an unnoticed error can travel through the work, not how impressive the task sounds.

aiai-agentsevaluationworkflow

If an agent gets a button's spacing wrong, I can usually see it. If it gets a calculation wrong and every later step uses that value, the finished product may look convincing while teaching the wrong thing.

That is where I want the stronger model, tighter tests, and more careful review: where an error can travel before anyone notices.

The assignment is not a compliment to the hard-looking task. Some difficult work leaves an obvious failure. Some modest-looking work sits at the base of everything else. I want the agent plan to tell me which is which.

Model names and prices will keep changing. The cost of a hidden mistake is a more durable way to decide where to spend attention.


This writing reflects my personal perspectives on product management, AI, and content discovery. It does not represent the official position of my employer or any affiliated organization.