Edge 415: Agents that Remember Actions with Procedural Memory
Was this email forwarded to you? Sign up here Edge 415: Agents that Remember Actions with Procedural MemoryOne of the most unique forms of memory in autonomous agents.
In this issue:
💡 ML Concept of the Day: Procedural Memory in Autonomous AgentsTo finalize this segment about memory in autonomous agents, today we will dive into procedural memory as a form of long-term memory. As it names indicates, procedural memory is related to procedures and actions an LLM agent will perform in a given environment. Procedural memory has a strong parallel to human cognition as we learn to perform actions since we are babies. However, LLMs do not possess procedural memories in the conventional sense, such as knowing how to ride a bike or play basketball. However, they exhibit similar behaviors. For example, an LLM can recognize when to insert a line break at the end of each paragraph. Additionally, through fine-tuning, it is possible to teach an LLM to add specific phrases to its responses, like appending "Meow" to the end of every sentence... 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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📝 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. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
📽 [Virtual Talk] Supercharge Production AI with Features as Code
Friday, July 19, 2024
Data is essential for AI/ML systems but often becomes a development bottleneck. Data scientists and engineers face challenges in building and maintaining feature pipelines, ensuring data consistency
Edge 414: Inside Meta AI's HUSKY: A New Agent Optimized for Multi-Step Reasoning
Thursday, July 18, 2024
New research from Meta AI, Allen AI, and the University of Washington tackles one of the most important problems in LLM reasoning. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 413: Autonomous Agents and Semantic Memory
Tuesday, July 16, 2024
Can agents capture memory that encodes actual knowledge? ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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