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Reflexion Alternatives
Similar projects and alternatives to reflexion based on common topics and language
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InfluxDB
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seait
SEAIT is a user-friendly application that simplifies the installation process of AI-related projects
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vectordb
A minimal Python package for storing and retrieving text using chunking, embeddings, and vector search. (by kagisearch)
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monitors4codegen
Code and Data artifact for NeurIPS 2023 paper - "Monitor-Guided Decoding of Code LMs with Static Analysis of Repository Context". `multispy` is a lsp client library in Python intended to be used to build applications around language servers.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better reflexion alternative or higher similarity.
reflexion reviews and mentions
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
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A note from our sponsor - InfluxDB
www.influxdata.com | 3 May 2024
Stats
Basic reflexion repo stats
6
1,976
8.5
5 months ago
noahshinn/reflexion is an open source project licensed under MIT License which is an OSI approved license.
The primary programming language of reflexion is Python.
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