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AN

Andrew Ng

05/29/25

@ LangChain

It's important to establish the right evaluation framework to understand the performance of the overall system and trace individual steps.

Video

L

Andrew Ng: State of AI Agents | LangChain Interrupt

@ LangChain

Andrew Ng: State of AI Agents | LangChain Interrupt

05/29/25

Related Takeaways

AN

Andrew Ng

05/29/25

@ LangChain

Many developers overlook the importance of creating simple evaluations, which can help identify regressions and improve system performance incrementally.

HC

Harrison Chase

05/28/25

@ LangChain

Great evaluations start with great observability, and in LangSmith, we ensure that tracing captures all inputs, outputs, and steps to facilitate thorough evaluations.

HC

Harrison Chase

05/28/25

@ LangChain

To bridge the gap from prototype to production and improve quality, using evaluations throughout different stages of development is essential.

HC

Harrison Chase

05/28/25

@ LangChain

The evaluation process is continuous; it's not enough to just build a dataset and run it once. Ongoing evaluations are necessary to maintain quality in production systems.

JB

Joe Benton

03/18/25

@ Anthropic

Creating high-quality evaluation datasets is essential for developing effective control measures, as benchmarks help optimize performance.

L

LangChain Cast

05/30/25

@ LangChain

An evaluation-driven development approach is essential, focusing on metrics to ensure continuous improvement, especially in accuracy for financial applications.

WA

Waseem Alshikh

03/27/25

@ LangChain

We have developed an internal evaluation system to measure our models, as relying on external benchmarks often leads to data contamination and unreliable results.

CH

Claire Hughes Johnson

03/05/23

@ Lenny's Podcast

Having a structured operating system with clear goals and regular reviews is essential for measuring progress and ensuring alignment within the company.

Gf

Google for Developers Cast

05/23/25

@ Google for Developers

It's essential to periodically step back and evaluate whether your metrics are guiding you toward your product goals or just reinforcing past assumptions.