raven VS ATOM_Framework

You might find David Shapiro's work on cognitive architectures of interest in general, and RAVEN in particular.

This is just a state of play issue. It's not good enough YET.

On cost: 3.5 is 1/15th the cost, and a bunch faster though supports less context, so it's worth experimenting with which parts of tasks need GPT-4 and which need 3.5 (perhaps a feature where GPT-4 manages the main tasking / verification and 3.5 handles the individual small tasks - even if GPT has to be called 15 times to get the same result, this approach wins).

On functionality: yeah, this is just some person's plaything. Reading the code it doesn't seem particularly well production grade (like many a python passion program). Something built similarly with a decent architecture (multi-agent + using an approach that automatically optimizes tasks) I can see this getting cheaper and better easily.

Just like in software dev, where we write a spec, write a plan, write acceptance criteria, write code, write tests, run tests, iterate, Auto-GPT type software needs a similar framework to work within that is not just defined by the code, but by generalizing that to an architecture. https://github.com/daveshap/raven is an interesting project exploring some of this.

This was the original purpose of RAVEN, but that project quickly became bogged down in discussion, debate, and drift.

I captured a conversation with ChatGPT here: https://github.com/daveshap/raven/blob/main/chatgpt4_raven_01.md

New and inquiring about Rust, SurrealDB. · daveshap/raven · Discussion #87 (github.com)

Check out the post/discussion on the RAVEN GitHub project: https://github.com/daveshap/raven/discussions/86

Here's a link to an overview of the architecture https://github.com/daveshap/raven/wiki/MARAGI-Architecture---High-Level

But u/SignificanceMassive3, great start! There's a community of us diving into this exact line of research: https://www.reddit.com/r/ArtificialSentience/ Pinoneered by David Shapiro: https://github.com/daveshap/raven

This particular project Raven seems to be exciting to make AI to help human society to generate prosperity, reduce suffer and increase information exchange. The founder mentions that blockchain will be a key component to store people memory. I suggest we shall all follow this repo, and my comments.

Hi everyone, I wanted to share some exciting developments in my work on cognitive architectures and autonomous AI systems. Recently, I completed a functional alpha of a microservice called REMO, which uses a tree hierarchy of summarizations and k-means clustering to organize an arbitrarily large amount of episodic memories (chat logs) for AI systems. REMO is only one kind of memory, and next, I'll be working on a microservice called ATOM, which is essentially an internal Trello or Jira board for autonomous AI systems. These systems surpass the current autonomous capabilities of projects like AutoGPT, although I will concede that some platforms like LangChain and LlamaIndex have good memory systems.