Edge 436: Salesforce's xLAM is a New Model for Agentic Tasks
Was this email forwarded to you? Sign up here Edge 436: Salesforce's xLAM is a New Model for Agentic TasksThe new model excels in tasls such as function calling, tool integration and planning.Agentic workflows is one of the most interesting categories in foundation model research. By agentic workflows we are referring to AI programs that can execute actions in a specific environment. One of the main debates in the agent community is how many capabilities go into a model versus peripherical methods like RAG. Recently, Salesforce Research published some major work with agentic AI with xLAM, a series of models optimized for agentic tasks. xLAM is a new series of action models designed specifically for AI tasks. It includes five different models, built using either dense or mixture-of-expert architectures. These models range in size from 1 billion to 8x22 billion parameters. A flexible and scalable training pipeline was used to enhance their performance across a variety of environments by combining and augmenting diverse datasets. Initial tests show that xLAM consistently performs well, placing first on the Berkeley Function-Calling Leaderboard and surpassing other prominent models like GPT-4 and Claude-3 in specific tasks, particularly those requiring tool use. Agentic Models vs. Agentic RAG...Subscribe to TheSequence to unlock the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
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Edge 435: Learn About Hungry Hungry Hippos and SSMs
Tuesday, October 1, 2024
One of the most important layers of state space models. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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How Does AI "See" Us?
Friday, September 27, 2024
A fascinating study that analyzed over 1200 images from four global AI models. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 434: How Google DeepMind’s GameNGen can Simulate Entire 1993’s DOOM Game in Real Time
Thursday, September 26, 2024
A major milestone in creating generative AI models that can interact with complex real world environments. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 433: Samba, Unlimited Context Windows and State Space Models
Tuesday, September 24, 2024
How long of a context can SSM models process? ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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