Tool-space interference in the MCP era: Designing for agent compatibility at scale

Three white icons on a gradient background transitioning from blue to purple to pink. From left to right: a globe with a magnifying glass representing internet search, a central circle connected to smaller circles symbolizing network connectivity, and a checklist with two checkmarks and one empty box indicating task management.

This year we’ve seen remarkable advances in agentic AI, including systems that conduct deep research, operate computers, complete substantial software engineering tasks, and tackle a range of other complex, multi-step goals. In each case, the industry relied on careful vertical integration: tools and agents were

 

 

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