When should enterprises build custom in-house AI agents, adopt third-party models, or use open source tools?

Successful AI agents require enterprises to orchestrate interactions, manage shared knowledge and plan for failure.

First unveiled in May at Google I/O 2025, Gemini 2.5 Deep Think is Google’s first publicly available multi-agent model. These systems spawn multiple AI agents to tackle a question in parallel, a ...