reflexion
[NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning (by noahshinn)
machinascript-for-robots
Build LLM-powered robots in your garage with MachinaScript For Robots! (by babycommando)
reflexion | machinascript-for-robots | |
---|---|---|
6 | 2 | |
2,007 | 137 | |
8.1% | - | |
8.5 | 8.0 | |
6 months ago | 23 days ago | |
Python | Python | |
MIT License | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
reflexion
Posts with mentions or reviews of reflexion.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-04-15.
- What is a belief people have about AI that you hate?
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‘Overemployed’ Hustlers Exploit ChatGPT To Take On Even More Full-Time Jobs
In terms of defining whether it is a lot better than gpt 3.5 (and it’s different models) I recommend reading the technical report: https://arxiv.org/pdf/2303.08774.pdf or the paper on “self reflection” as it’s quite interesting and allowed it to perform quite well on some parameters https://arxiv.org/abs/2303.11366 or the code for the human-eval test https://github.com/GammaTauAI/reflexion-human-eval
- GPT4 Learning from Reflection
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AI-enhanced development makes me more ambitious with my projects
One of the things I've found is that at least with GPT-4, you can automate a lot of infrastructure. This can make it much easier to get started with new project where you need to set up various servers, containers, VMs etc. I haven't fully automated it yet, but I've done it enough manually through copy/paste between ChatGPT and the terminal to see it that would work if it was hooked up to langchain. You can create prompts to make it set up VMs, docker containers and then install and configure all kinds of software.
To make it work in most cases it should follow the same stuff as this implementation of a Reflexion agent for SOTA Human-Eval Python results, but use it for infrastructure. GPT-4 can generally figure out how to create tests from the documentation that will make it know when the task it finished correctly.
https://github.com/GammaTauAI/reflexion-human-eval
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[Discussion] IsItBS: asking GPT to reflect x times will create a feedback loop that causes it to scrutinize itself x times?
Spin off project based on reflection, apparently GPT-4 gets 20% improvement in coding tasks: https://github.com/GammaTauAI/reflexion-human-eval
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Here's how to make Bing think more like a human. Before and after.
You might also be interested in the "Reflexion" paper that's been doing the rounds in the past few days: https://github.com/GammaTauAI/reflexion-human-eval
machinascript-for-robots
Posts with mentions or reviews of machinascript-for-robots.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-02-02.
What are some alternatives?
When comparing reflexion and machinascript-for-robots you can also consider the following projects:
stanford_alpaca - Code and documentation to train Stanford's Alpaca models, and generate the data.
LLaMA-Factory - Unify Efficient Fine-Tuning of 100+ LLMs
Finetune_LLMs - Repo for fine-tuning Casual LLMs
mind-control - Mind Control: Why and how transhumanism is forced upon you?
humanscript - A truly natural scripting language