Cognition vs Anthropic: Don't Build Multi-Agents/How to Build Multi-Agents

6/13/2025

Within the last 24 hours, Cognition's Walden Yan advised *"Don't Build Multi-Agents,"* while Anthropic shared their approach to building multi-agent systems with Claude's multi-agent research architecture. LangChain highlighted advances in context engineering and production AI agents used by LinkedIn and BlackRock. The community is engaging in a debate on multi-agent AI development. Additionally, Hugging Face announced deprecating TensorFlow and Flax support in favor of PyTorch. Research on agent memory and model elicitation techniques from LlamaIndex and Anthropic were also discussed.

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