Part 4: Specialized user interfaces and human-in-the-loop design
The collaboration engine | New series: beyond the chatbot
We've explored the technical foundation of AI agents—their knowledge, memory, and ability to integrate with enterprise systems.
But the final, and perhaps most critical, piece of the puzzle is how humans and agents will work together.
The old paradigm of a simple chatbot is giving way to a new era of specialized user interfaces designed not for conversation, but for collaboration.
This new interface must be the locus of open governance and the hub for human-driven collective intelligence.
This new series of articles will explore the four pillars of this new era:
1. Deep domain understanding (the first part)
2. The art and science of context engineering (the second part)
3. Orchestration and enterprise data integration (the previous part)
4. Specialized user interfaces and human-in-the-loop design (this part)
Read the introduction: https://yaelrozencwajg.substack.com/p/beyond-the-chatbot