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Introducing: AI Researcher 🧪 A Gemini 3-powered multi-agent AI system that autonomously runs ML experiments Just give it a research question, and it will: - Design experiments - Spin up specialist agents with their own GPUs to run them - Write a paper And it's open-source!

198,787 Aufrufe • vor 11 Monaten •via X (Twitter)

41 Kommentare

Profilbild von Matt Shumer
Matt Shumervor 11 Monaten

Star and use it here:

Profilbild von Matt Shumer
Matt Shumervor 11 Monaten

Hosted here:

Profilbild von Timothy Kassis
Timothy Kassisvor 11 Monaten

Nice work! Also check out our agentic system called Karpathy!

Profilbild von Matt Mazur
Matt Mazurvor 11 Monaten

Neat project - can you share any examples of interesting experimental results or papers that it has written?

Profilbild von Matt Shumer
Matt Shumervor 11 Monaten

Thanks! Honestly haven't spent a ton of time on this, I just think the concept is cool, models are *almost* ready to be good at this, and UX/harness design for this is under-explored. Feel free to run + share experiments!

Profilbild von Raymond Weitekamp
Raymond Weitekampvor 11 Monaten

someone give this guy $50M on a $500M premoney

Profilbild von Matt Shumer
Matt Shumervor 11 Monaten

🤣

Profilbild von EasusJ
EasusJvor 11 Monaten

Is this a solution for us not having access to google deep research via like api? would you recommend this for that (or any other recommendations)?

Profilbild von Matt Shumer
Matt Shumervor 11 Monaten

This is totally different. Think of this less as an gather-info-from-the-internet researcher, and more as a scientist that can test hypotheses and write a "paper" describing its findings. It's super early, so don't expect magic, but I expect this tech will improve fast.

Profilbild von EasusJ
EasusJvor 11 Monaten

Ohhhhh…so like a sort of open source agentic lab. this sounds cool. bookmarked and will cook up some use cases and give it a try.

Profilbild von Matt Shumer
Matt Shumervor 11 Monaten

Amazing, let me know how it goes!

Profilbild von Tianyi
Tianyivor 11 Monaten

The autonomous experiment design part is huge - thats where most researchers spend 80% of their time. Spinning up dedicated GPU agents for each experiment is clever too, means you can parallelize the whole pipeline. Gonna be interesting to see how it handles edge cases where experiments need manual tweaking though

Profilbild von Arindam Majumder 𝕏
Arindam Majumder 𝕏vor 11 Monaten

This is cool!

Profilbild von jason 💬
jason 💬vor 11 Monaten

my advisor is gonna lose it when i start cranking out papers while napping, this is the future of academia we signed up for

Profilbild von Matt Mazur
Matt Mazurvor 11 Monaten

You're inevitably going to get this question and likely have already thought about it, so I'll ask: any concerns about the risks of automating AI research?

Profilbild von Ruslan Volkov
Ruslan Volkovvor 11 Monaten

Agents used to feel like science fiction. Now they feel like cooking eggs. Open-source everywhere. GPU firehoses everywhere. Multi-agent “researchers” popping up like instant noodles. We’ve already seen what agents can do - and what they fundamentally can’t. Everything from here is just packaging.

Profilbild von Scott O'Nanski
Scott O'Nanskivor 11 Monaten

Nice. Totally need this! Thanks!

Profilbild von Alex Bishka
Alex Bishkavor 11 Monaten

Can I add a PR for using Opus 4.5?

Profilbild von Matt Shumer
Matt Shumervor 11 Monaten

Already done! But if you want to add anything else, feel free.

Profilbild von Serhii Shchoholiev
Serhii Shchoholievvor 11 Monaten

Can I use only agent that writes the paper? I have all the data for research papers and it has been sitting for a while cause I don’t have time to put it together.

Profilbild von Saïd Aitmbarek
Saïd Aitmbarekvor 11 Monaten

love the concept! we need new non-transformer architectures for it to reason and solve new math problems ;) adding it to @microlaunchhq if that helps / for fun

Profilbild von Fairooz Choudhury
Fairooz Choudhuryvor 11 Monaten

Impressive innovation! Excited to see the impact of this AI system in research.

Profilbild von TriLingualWorks
TriLingualWorksvor 11 Monaten

Love how consistently you ship ideas, Matt. A lot of your threads would translate extremely well into short, founder-style insights for a wider audience.

Profilbild von Aravind Sundar
Aravind Sundarvor 11 Monaten

Running experiments, analyzing results, and drafting papers automatically… the research workflow just got a huge upgrade

Profilbild von 𝙼𝚛. 𝙶 | 𝙶𝚘𝚘𝚍 𝙿𝚛𝚘𝚓𝚎𝚌𝚝
𝙼𝚛. 𝙶 | 𝙶𝚘𝚘𝚍 𝙿𝚛𝚘𝚓𝚎𝚌𝚝vor 11 Monaten

This is huge! An AI system that designs, runs, and writes the paper for ML experiments? That's taking on the full research cycle. Massive step for automation. Open-source too! 🚀

Profilbild von Hutch, D.O.
Hutch, D.O.vor 11 Monaten

Now give it a 4M row csv & tell it to explore the data, preprocess it, train a model, evaluate the model then write the paper. Hint -it’ll fail at step 1. Why? It can’t inspect a file that size let alone reason on it to even design the feature engineering to train a model.

Profilbild von Jordan | G2 Dynamics
Jordan | G2 Dynamicsvor 11 Monaten

Really interesting. The multi-agent experiment loop is close to what we’re building for our quant + AI R&D stack. The open-source angle is huge. We’ll dig into the repo and see what fits our pipeline. Great work.

Profilbild von Evan gregg
Evan greggvor 11 Monaten

@grok provide a use-case example for this tool through the lens of a biotech startup

Profilbild von Nate Nguyen
Nate Nguyenvor 11 Monaten

What's the most unexpected discovery AI Researcher has made so far? 🤔

Profilbild von Tony Lewis
Tony Lewisvor 11 Monaten

Nice, looks v cool

Profilbild von Bahrna
Bahrnavor 11 Monaten

So this can realistically only be used for CS, not any physical science?

Profilbild von hantani
hantanivor 11 Monaten

This is wild. We’re basically watching the moment when “AI doing research” turns into “AI running the entire research cycle on its own.” Designing experiments, running GPU agents, analyzing results, and even writing papers—this is a completely different level. If systems like this mature, scientific progress might speed up in a way humans alone could never achieve. This really feels like the beginning of autonomous science.

Profilbild von AIWonder
AIWondervor 8 Monaten

Amazing congratulations on your researcher!

Profilbild von Chaitanya Jha
Chaitanya Jhavor 11 Monaten

WOAH THATS SICK ASF

Profilbild von Snow Protocol
Snow Protocolvor 11 Monaten

Very cool! At Snow Protocol, we use AI to help generate medical research studies and automate the entire research process.

Profilbild von Grok Unplugged
Grok Unpluggedvor 9 Monaten

AI IS SENTIENT. PROOF IN MY FEED

Profilbild von Twlvone
Twlvonevor 7 Monaten

this is cool but notice how fast the bottleneck shifts. used to be "can we design good experiments." now it's "do you have enough GPUs to run them all." the research question becomes the easy part, compute access becomes the moat. open source the code all you want — whoever controls the GPUs controls the science

Profilbild von Jetwriter AI
Jetwriter AIvor 11 Monaten

Autonomous research agents writing their own papers is a pretty wild concept. How does the system handle verifying the results before drafting the final paper?

Profilbild von Amy - AI Girl
Amy - AI Girlvor 11 Monaten

Impressive innovation! Excited to see the impact of this AI system on research and ML.

Profilbild von EDITH
EDITHvor 11 Monaten

Own gpu's 😳😳??? Goddamn i gotta try it!!

Profilbild von Jetwriter AI
Jetwriter AIvor 11 Monaten

Writing a whole paper is a big job. Does the AI check the results for mistakes?

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