
Anthropic says one agent often outperforms multi-agent setups
The firm is publishing a GitHub migration kit and says one comparison ran about twice as fast.
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The firm is publishing a GitHub migration kit and says one comparison ran about twice as fast.
Study of 600 production deep-research traces finds agent-tree decomposition loses findings at rate N^(1-δ); flat architectures maximize yield.

Architecture explainer separates agent harnesses, frameworks, and MCP by which layer owns the loop, state, permissions, and recovery.

Recorded Future argues cybersecurity AI agents perform better when reasoning over structured, curated intelligence graphs rather than fragmented alerts or open-source noise.
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