Unverified50% confidenceCautionExact time
Key pitfalls to avoid include: do not confuse the responsibility boundaries of LangChain, LangGraph, and DeepAgent; do not blindly pursue asynchrony without understanding the differences between synchronous and asynchronous; precompiled reuse should be evaluated for benefit in light of actual invocation frequency, and forcibly precompiling low-frequency sub-agents instead increases maintenance cost.
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10/26/2026
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