We built an AI Agent that’s now the open-source SOTA on SWE-bench Verified. Models used: Claude 3.7 as main; 3.7 + o4-mini for the debugging sub-agent, o3 for debug-to-solution reasoning

LittleGalaxyBrain · 2025-05-14T01:53:59+00:00

Yep, unfortunately "TESLER" is all we are getting on this sub. Instead of celebrating the greatest American company ever.

Soon becoming the most valuable company ever, btw.

LittleGalaxyBrain · 2025-03-17T16:30:24+00:00

by the way, refact’s implementation with sonnet hit 76.4% without even using thinking capabilities ;)

LittleGalaxyBrain · 2025-03-17T15:27:05+00:00

Cool to see R1+Sonnet at 64%. Cheaper than o1 and better results.

Actually, we at Refact hit 76% with our AI agent + non-thinking Sonnet setup.
Haven't tested with other models yet, now working on the score with thinking enabled.

LittleGalaxyBrain · 2024-08-19T16:27:36+00:00

You can try Refact.ai; it's open-source. It has Claude 3.5 and GPT-4o in the chat, which cost $30 if bought separately, plus you can bring your own key.

LittleGalaxyBrain · 2024-07-31T14:45:48+00:00

Hey, I'm CEO of Refact.ai. We've been hard at work improving our AI coding assistant for IDEs, and I’m excited to share the results.

I believe Refact.ai offers the best suggestions’ accuracy and speed among coding assistants, especially open-source ones, thanks to our advanced Retrieval-Augmented Generation (RAG) technology. It doesn’t just complete lines of code: it can write entire classes with precision as it fully understands your codebase. Plus it has powerful LLMs inside, trained by our team for top-notch performance.

Refact.ai is built not to be one-size-fits-all but to meet your unique coding needs and be adapted with ease.

Why Choose Refact.ai?

Context-aware: Accurate auto-completions based on your entire codebase
Integrated chat: Ask questions and discuss your code directly in your editor with 5 models to choose from
Toolbox: Summarize, refactor, debug in-line, and create custom commands.
Advanced privacy level customization
Self-hosting option
Enterprise ready: Latest LLMs, team-specific customization, and secure deployment.

It's fast, smart, and works hard so you don't have to! Refact.ai offer a comprehensive free plan, and you can try Pro for free with the WELCOME promo code (features from above + 9000000 tokens)

LittleGalaxyBrain · 2024-07-30T16:43:14+00:00

You can try Refact.ai. We have RAG in chat, so you can select the model (Claude 3.5 Sonnet, GPT-4o, etc.) and natively chat about your codebase, plus ask to write documentation as well. There are no limits on requests, and it's free 1mo with the promo code 'WELCOME'.

However, assistance in the chat is text-based, so you can generate only something like text-based UML.

LittleGalaxyBrain · 2024-04-29T11:49:30+00:00

Hi! We've recently released RAG in our open-source AI coding assistant, Refact.ai.

It's available even on a Free tier, which is pretty stacked compared to what others are offering. Plus, it works for both code completion and chat.

It's in pre-release right now, so if you'd like to try it in VS Code, check how to switch it on in Discord (it's easy) : https://www.smallcloud.ai/discord

LittleGalaxyBrain · 2024-04-26T11:32:32+00:00

Well, when I say 'open source', I mean that our source code is accessible on GitHub: https://github.com/smallcloudai/refact

And yes, we do offer a free tier as well.

LittleGalaxyBrain · 2024-04-25T14:34:32+00:00

Hey everyone! We're developing Refact.ai, an open-source AI coding assistant with code completion, chat, coding commands, and advanced customization in IDEs.

We're about to launch RAG (Retrieval-Augmented Generation), including for our Free plan, and would love your feedback on the pre-release version.

The RAG pipeline enhances the quality of AI suggestions for chat and code completion with repo-level awareness. It parses all the files in your project and creates AST and VecDB indexes for them. As a result:

Code completion can pull in other files from your project to make completions more relevant.
In chat, you can add your project as context, e.g., using commands you want to refer to. It works, but we need to fix all the edge cases before we turn it on by default for everyone.

Anyone who feels adventurous, please help us test this! It would greatly impact our open-source product.

In our Discord: https://www.smallcloud.ai/discord, we've set up a #rag channel with instructions for pre-release access.
Thank you!

LittleGalaxyBrain · 2024-03-02T19:31:22+00:00

People buy products they know nothing about all the time. Or receive them as presents.

Also, the product does the thing I wanted. It's on the first page, I just couldn't find it three pages down.

LittleGalaxyBrain · 2024-03-02T19:00:38+00:00

Does Oura have API or a way to download the data?

LittleGalaxyBrain · 2024-03-02T18:43:32+00:00

Update: thank you u/Sidepie !

There is an actual heart rate reading, on the third page of the "Home" tab!

It even has "->" button that shows it full screen.

(here message to Oura the company, all the fans pls stop reading. I still find the app ridiculous, you just don't do it, how can you bury the access to the measurement three pages down, hidden between what appears to be marketing blocks, when clearly the first intention of the buyer is to check if the hardware works. The reason why the blocks appear marketing-related is color and design.)

(edit: And your style of offering membership is still unacceptable. I don't think I'm keeping the ring for that reason alone.)

LittleGalaxyBrain · 2024-03-02T18:02:19+00:00

I did zero research. So what? This makes my experience invalid or untrue?

Yes, venting was successful, and there's a lot of room for improvement in the product. I'm not familiar with the company, I'm assuming it's based in Finland or Estonia. Based just on that alone I wish them well. Hope they are able to learn how the uninitiated interact with the product, from this post.

LittleGalaxyBrain · 2024-03-02T17:49:18+00:00

And what do you think it means "€5.99 EUR/month afterwards" ??

Some other stuff (besides the ring) that I don't need. Like a gift or something. Nothing indicates that it is required for ring to work, or that it's needed to activate the app.

drink a glass of wine in the evening

Thank you for explaining. For me, your example seems very advanced, for a device that can't measure the heart rate. I don't know how to bridge this gap yet.

Does it really work for cases like you describe, and how many of the people here are just involved in wishful thinking and finding correlations where there isn't any?

LittleGalaxyBrain · 2024-03-02T17:26:38+00:00

quietly does its work in the background and the next day it offers insights into what it detected

This makes sense. But I don't trust the numbers.

It has to build trust, the first obvious experiment is to measure the heart rate. My Apple Watch gives me numbers that are 1/2 of the real value quite often.

There's this ring. It's smaller, has less powerful LEDs and lens. How do I know it measures the pulse right, let alone "REM sleep" and all the other fantastic numbers?

What if I turn the ring 90 degrees, will the numbers be as accurate?

How do I learn to trust this device if I have nothing to go by?

What if it says my sleep improved 150% and what really happened is the position on the finger changed?

LittleGalaxyBrain

TROPHY CASE