MemGPT
tidybot
| MemGPT | tidybot | |
|---|---|---|
| 15 | 20 | |
| 9,252 | 490 | |
| - | - | |
| 9.9 | 6.4 | |
| 7 days ago | 6 months ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
MemGPT
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AI21 Labs Unveils Jamba: The First Production-Grade Mamba-Based AI Model
On a side note: working over longer contexts also reminds me of MemGPT(https://github.com/cpacker/MemGPT)
- FLaNK Weekly 18 Dec 2023
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At this point we don’t necessarily need higher context windows. We need better truncation.
The MemGPT project is taking on this challenge.
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Putting Together the Pieces of Transformative AI
Long Term Memory - Voyager, MemGPTand LongMem
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[R] MemGPT: Towards LLMs as Operating Systems - UC Berkeley 2023 - Is able to create unbounded/infinite LLM context!
Blog: https://memgpt.ai/
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MemGPT: Towards LLMs as Operating Systems - UC Berkeley 2023 - Is able to create unbounded/infinite LLM context!
Github: https://github.com/cpacker/MemGPT
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MemGPT – LLMs with self-editing memory for unbounded context
Hey all, MemGPT authors here! Happy to answer any questions about the implementation.
If you want to try it out yourself, we have a Discord bot up-and-running on the MemGPT server (https://discord.gg/9GEQrxmVyE) where you can see the memory editing in action - as you chat you'll see MemGPT update its profile about you (and itself).
Everything's open source, so can also try running MemGPT locally using the code here: https://github.com/cpacker/MemGPT. In the repo we also have a document-focused example where you can chat with MemGPT about the LlamaIndex API docs.
- MemGPT — a combination of OS and GPT
tidybot
- TidyBot: Personalized Robot Assistance with Large Language Models
- TidyBot Personalized Robot Assistance with Large Language Models
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MemGPT: Towards LLMs as Operating Systems
>they've solved reinforcement learning?
Transformers can do Reinforcement Learning yes.
https://arxiv.org/abs/2106.01345
>they can handle continuous domains, like robot motion?
Yes they can handle it just fine.
https://tidybot.cs.princeton.edu/
https://general-pattern-machines.github.io/
https://wayve.ai/thinking/lingo-natural-language-autonomous-...
- Large Language Models as General Pattern Machines. In context, LLMs are capable of completing a wide variety of non linguistic patterns.
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SuperAlignment
Other examples(in the real world) you might find interesting.
https://tidybot.cs.princeton.edu/
- Создан робот-уборщик, который самообучается наводить порядок именно так, как нравится вам. Видео.
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Is Amazon's newly announced home robot, in development & codenamed 'Burnham', unambitious and already behind the times?
It's striking how quickly robotics is developing in 2023. Two recent demonstrations from DeepMind & a Princeton team, show relatively cheap simple robots acquiring the ability to manipulate objects in the physical world. If you're going to be developing cutting-edge robots in 2023 - surely it would plan to incorporate this?
- What are the most impressive companies trying to create real world AI (real world navigation, object manipulation etc.)?
What are some alternatives?
llama.cpp - LLM inference in C/C++
spacy-llm - 🦙 Integrating LLMs into structured NLP pipelines
LongMem - Official implementation of our NeurIPS 2023 paper "Augmenting Language Models with Long-Term Memory".
Voyager - An Open-Ended Embodied Agent with Large Language Models
mlx-examples - Examples in the MLX framework
git-agent - Langchain Agent utilizing OpenAI Function Calls to execute Git commands using Natural Language
Efficient-LLMs-Survey - Efficient Large Language Models: A Survey
FlexGen - Running large language models like OPT-175B/GPT-3 on a single GPU. Focusing on high-throughput generation. [Moved to: https://github.com/FMInference/FlexGen]
FLiPStackWeekly - FLaNK AI Weekly covering Apache NiFi, Apache Flink, Apache Kafka, Apache Spark, Apache Iceberg, Apache Ozone, Apache Pulsar, and more...
dialop - DialOp: Decision-oriented dialogue environments for collaborative language agents
LLMCompiler - [ICML 2024] LLMCompiler: An LLM Compiler for Parallel Function Calling
evals - Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.