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![TDataScience Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::788898706586275840.png) Towards Data Science [@TDataScience](/creator/twitter/TDataScience) on x 242K followers
Created: 2025-07-17 10:29:10 UTC

LLM evaluation is hard. Manual review doesn’t scale. Metrics miss the point. So how are real teams testing models in production?

Shuai Guo explores LLM-as-a-Judge and covers design tips, pitfalls, real-world use cases, and tools to try. 



![](https://pbs.twimg.com/card_img/1943441409828360193/-P6HRxOq?format=jpg&name=800x419)

XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1945792888043921597/c:line.svg)

**Related Topics**
[realworld](/topic/realworld)
[llm](/topic/llm)

[Post Link](https://x.com/TDataScience/status/1945792888043921597)

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

TDataScience Avatar Towards Data Science @TDataScience on x 242K followers Created: 2025-07-17 10:29:10 UTC

LLM evaluation is hard. Manual review doesn’t scale. Metrics miss the point. So how are real teams testing models in production?

Shuai Guo explores LLM-as-a-Judge and covers design tips, pitfalls, real-world use cases, and tools to try.

XXXXX engagements

Engagements Line Chart

Related Topics realworld llm

Post Link

post/tweet::1945792888043921597
/post/tweet::1945792888043921597