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Suresh Halarneker
AI Experience & Agents

Stop shipping AI features. Design the interaction model.

Confidence, evidence and reversibility matter more than the model behind the button.

5 min read · 2026-05-11

Most AI features are added to an interface that already assumed deterministic behaviour. The result is a product that occasionally guesses, without telling the user how much to trust the guess.

An interaction model answers three questions consistently: what does the system know, how sure is it, and what happens if it is wrong.

Getting those three right does more for adoption than model quality alone.