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Which LLMs Work Best for AI Agents?

Galileo
12/02/2025
This document presents an analysis of the best language models (LLMs) for AI agents, highlighting their performance in tool selection tasks. It includes a ranking of models and recommendations for choosing the most suitable one based on task complexity.
Which LLMs Work Best for AI Agents?

The document evaluates various language models based on their ability to effectively select and use tools in AI agent environments. The "Gemini-2.0-flash" model is highlighted as the leader, offering high performance at an affordable cost. It also compares open-source and closed-source models, noting that while private models often lead in complex tasks, open-source options are viable for basic operations.

The analysis also addresses the importance of context management in long conversations and the need for proper error handling. Practical recommendations are provided for selecting models based on specific task needs, such as work complexity and context retention capability.

This document is ideal if you are looking to understand which AI models are most effective for different types of tasks and how to choose the best one for your needs.

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