Edge 409: Augmenting Autonomous Agents with Long-Term Memory
Was this email forwarded to you? Sign up here Edge 409: Augmenting Autonomous Agents with Long-Term MemoryMaking agents remember beyond the context window.
In this Issue:
💡 ML Concept of the Day: Long-Term Memory and Autonomous AgentsIn the previous issue of this series we discussed short-term memory in autonomous agents fundamentally powered by LLM context-windows. That approach has clear limitations as context-windows are finite, expensive to use and they only last in the context of a conversation. Long-term memory represents a natural complement to short-term memory by persisting information in a way that can be used beyond the lifecycle of a conversation. The most common form of storage for long-term memory is vector databases but pretty much any form of durable storage can be adapted for this scenario. From a conceptual standpoint, there are three fundamental forms of long-term memory in autonomous agents:... 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: Yandex develops and open-sources YaFSDP — a tool for faster LLM training and optimized GPU consumpt…
Monday, July 1, 2024
A few weeks ago, Yandex open-sourced the YaFSDP method — a new tool that is designed to dramatically speed up the training of large language models. In this article, Mikhail Khrushchev, the leader of
The Single-Algorithm AI Chip
Sunday, June 30, 2024
Plus a tremendous activity in funding activity in generative AI startups. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
📝 Guest Post: Designing Prompts for LLM-as-a-Judge Model Evals*
Friday, June 28, 2024
In this guest post, Nikolai Liubimov, CTO of HumanSignal provides helpful resources to get started building LLM-as-a-judge evaluators for AI models. HumanSignal recently launched a suite of tools
Edge 406: Inside OpenAI's Recent Breakthroughs in GPT-4 Interpretability
Thursday, June 27, 2024
A new method helps to extract interpretable concepts from large models like GPT-4. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 407: LLMs with Infininite Context Windows? Short-Term Memory and Autonomous Agents
Tuesday, June 25, 2024
The role of context windows in LLMs ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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