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What are LLMs good at—and where do they struggle?

Blog post from Retool

Post Details
Company
Date Published
Author
Keanan Koppenhaver
Word Count
2,372
Language
English
Hacker News Points
-
Summary

Enterprise AppGen is an AI-powered app generation platform that emphasizes scalability, security, and immediate production readiness. The text discusses the rise and utility of large language models (LLMs) like ChatGPT, highlighting their ability to generalize across various tasks such as text generation, transformation, brainstorming, summarizing, and even coding to some extent. Despite their versatility, LLMs have limitations, particularly in perfect recall, citation accuracy, mathematical calculations, and reasoning through complex, multi-step problems. The article suggests strategies to enhance LLM performance, such as breaking down problems, providing more examples, and experimenting with different models. As LLMs continue to evolve, platforms like Retool offer tools to integrate AI into applications efficiently, enabling users to experiment and build AI-driven applications more effectively.