How to Improve LLM Apps with Error Analysis
Автор: Shaw Talebi
Загружено: 2025-06-15
Просмотров: 3288
Описание:
🤝 Work with me: https://www.shawhintalebi.com
🚀 Ship AI apps in weeks, not months: https://aibuilder.academy/yt/982V2ituTdc
Building software on top of LLMs can feel more like praying to the AI gods than engineering. In this video, I discuss how error analysis can resolve the guesswork by systematically identifying and improving the most significant failures of an LLM system.
📰 Read more: https://shawhin.medium.com/how-to-imp...
💻 Example Code: https://github.com/ShawhinT/YouTube-B...
References
[1] • Carrying Out Error Analysis (C3W2L01)
[2] • Intro To Error Analysis: Creating Custom D...
[3] https://hamel.dev/blog/posts/field-gu...
[4] https://maven.com/parlance-labs/evals
Introduction - 0:00
LLMs are Probabilistic - 0:20
Error Analysis - 1:50
LLM Error Analysis - 5:26
Example: Error Analysis of LinkedIn Ghostwriter - 6:40
What's Next? - 15:57
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