ai-agents
March 25, 2026
Proactive AI: Building Suggestion Systems That Don’t Annoy
Proactive AI lives on a knife edge between indispensable and muted. The design rules we use so agents surface the right things without becoming Clippy.
Ostap Kovalisko
Founder & AI Systems Architect
7 min read
Proactive AISuggestionsAI UX