TheSequence - Edge 417: Building Multi Agent Systems
Was this email forwarded to you? Sign up here Edge 417: Building Multi Agent SystemsCan multiple agents collaborate in a single application? Some research and technologies that might help with that.
In this issue:
💡 ML Concept of the Day: Multi Agent SystemsThroughout this series, we have discussed the foundational capabilities of agentic systems such as memory, planning, and tool usage. Most of those discussions have centered on the implementation of single agents. But what about systems that support collaboration between multiple agents? That seems to be the maximum expression of agentic systems, and that is the focus of the last installment of our series about autonomous agents. Multi-agent systems might sound a bit futuristic in a world where we are struggling to get single-agent architectures to work properly. However, multi-agent workflows make tremendous sense and should be a key building block of agentic systems. Solving complex tasks using a single agent requires complex input contexts and instructions, which can foment hallucinations and errors. Breaking down tasks into different agents provides a more granular level of control and facilitates aspects such as testing and maintenance... 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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3 vs. 3: The Open vs. Closed Battle for Big AI
Sunday, July 28, 2024
Big model announcements by Meta, Mistral and xAI. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 416: Inside Apple's 4M-21 Model that Could be the Foundation of its On-Device Multimodal Experience
Thursday, July 25, 2024
The model was trained simultaneously across 21 different modalities. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 415: Agents that Remember Actions with Procedural Memory
Tuesday, July 23, 2024
One of the most unique forms of memory in autonomous agents. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
📝 Guest Post: Local Agentic RAG with LangGraph and Llama 3*
Monday, July 22, 2024
In this guest post, Stephen Batifol from Zilliz discusses how to build agents capable of tool-calling using LangGraph with Llama 3 and Milvus. Let's dive in. LLM agents use planning, memory, and
One Week, 7 Major Foundation Model Releases
Sunday, July 21, 2024
Apple, HuggingFace, OpenAI, Mistral, Groq all released innovative models in the same week. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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