Ai Agents And Computer UseAgent

Production monitoring as a requirement for non deterministic agents

April 3, 2026LangChain

LangChain argues that shipping agents to production requires ongoing monitoring because agents are non-deterministic and can’t be validated with pre-launch testing alone, pushing teams toward observability as a core part of agent ops.

Monitoring Production Agents
Shipping agents to production is hard
agents are non-deterministic
Users can say anything
You can’t rely on pre-launch testing alone
LangChain
observabilityproductionbuilding agents

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