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Testing and Development Tools for Autonomous AI Agents - Performance Analysis and Frameworks

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Overview

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Watch a 13-minute video exploring the latest developments in autonomous AI agents, featuring three key technologies. Learn about Webarena, a testing environment for evaluating AI agents' task completion accuracy and functional performance. Discover Microsoft's research on user intent and optimized tool usage through Geckopt multi-tool implementation. Explore the newly released open-source Cohere Toolkit, which provides pre-built components and applications for creating robust RAG (Retrieval-Augmented Generation) systems. Gain insights into the current limitations of AI agents, with performance metrics showing a maximum of 14% effectiveness in autonomous task completion.

Syllabus

Autonomous AI Agents
Webarena for dev of agents
Microsoft's Geckopt multi-tool use
Cohere open source Toolkit for RAG building

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