The danger for start-ups is betting everything on single aspects — like RAG (Retrieval-Augmented Generation) or prompt engineering as we have seen in the past. Companies should invest in flexible…

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AI agents need more robust development tools as current options are not mature enough for effective debugging and collaboration in real-time. Companies should focus on building flexible systems integrating multiple AI capabilities rather than betting on single trends. Advanced areas like language understanding and task automation are maturing, but challenges such as pinpointing errors, maintaining security, and ensuring inspectability persist.

AI Agents are not Ready Yet

Understand messages exchanged between AI Agents.

Interrupt the conversation and send new messages.

Interactive Debugging and Steering of Multi-Agent AI Systems