LangChain frames a production playbook where you treat agents as non-deterministic systems, so you cannot rely on pre-launch testing and must add ongoing monitoring and feedback loops once users interact in the wild.
LangChain Academy New Course: Monitoring Production Agents
Shipping agents to production is hard
Unlike traditional software, agents are non-deterministic
You can’t rely on pre-launch testing alone
agents are non-deterministic
Trackio Tutorial: Hugging Face's new, FREE experiment tracking library
a lightweight, free, and local-first experiment tracking library
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