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Discovery Loop

https://www.discoveryloop.com/
107•xtreak29•1h ago

Comments

Johnny_Bonk•53m ago
For sure made with Claude code for front end, but I’m excited to see where they go
1970-01-01•32m ago
I'm skeptical of any Engineering loop that doesn't include reality (as in touch grass) feedback. Pure logic and reasoning is the domain of Maths and Science (philosophy). Surely it will work, but it will not "be able to solve any learning loop".
XenophileJKO•26m ago
How is that different than video input?
1970-01-01•19m ago
There are over 2 dozen known senses to reality. Video input is a fraction of a sense.

https://en.wikipedia.org/wiki/Sense#Artificial_sensation_and...

melodyogonna•30m ago
Oh wow, that's a blow to Google, what's with the talent scarcity in ML. Though if this goes anywhere Google will likely buy them back.
jfrbfbreudh•22m ago
Google is backing it.
FailMore•16m ago
Google down $160Bn so far since the leaving announcements. Those are some valuable people!
IAmGraydon•9m ago
Google is literally at the same stock price it was on Monday. This is a normal daily fluctuation for them.
mosfets•30m ago
Is this a joke? Site is not loading for me.
stephantul•29m ago
I’ve always felt that the idea that science is bottlenecked and therefore needs more automation only works for a very narrow definition of what science is, and entails a very specific view on what it should be.
hobofan•21m ago
> only works for a very narrow definition of what science is

And so does academia. It's just that instead of AI and robotics, PhD students are thrown onto problems that are in large parts slightly tweaked reconfigurations of similar experiments.

Especially in chemistry, biochemistry, material sciences there is a large space of discoveries that are barely "novel" in an intellectually stimulating way, but still highly valuable that can be explored orders of magnitudes faster than is currently the case.

porridgeraisin•3m ago
Yep. A communications professor where I did my MS says a 200usd/mo claude sub (which ant gives for free) does as much work as 5 grad students. It's mostly like you said, trying out new ideas rapidly.
tcp_handshaker•10m ago
Lets keep your comment out of the VC pitch deck shall we?
flakiness•28m ago
> we have pioneered massive scale computing and led the creation of critical infrastructure, products, and foundational AI advances that the world relies on, including multiple generations of Google Search, Google Ads, Google News, Google Translate, Google File System, MapReduce, BigTable, Spanner, TensorFlow, Pathways, TPUs, AlphaChip, AlphaStar, AlphaCode, AlphaFold, Gemini, model distillation, mixture-of-experts model architectures, word2vec, sequence-to-sequence models, chain of thought reasoning, neural architecture search, and multiple generations of Large Language Models (LLMs) among others.

holy shit. I've known this, but...

cjbarber•28m ago
From Jeff's twitter post:

> Our general approach is to automate the experimental loop. We think this approach is broadly applicable across many different fields of science and engineering. We’ll initially focus on ML research and engineering, but believe the approach can help with important subproblems in nearly every one of the fourteen <at>NAE Grand Challenge problems. We think doing this well requires strong expertise in machine learning as well as large-scale systems.

See also: https://www.nae.edu/20782/grand-challenges-project

Those 14 are:

NAE Grand Challenges for Engineering

1. Make Solar Energy Economical

2. Provide Energy from Fusion

3. Develop Carbon Sequestration Methods

4. Manage the Nitrogen Cycle

5. Provide Access to Clean Water

6. Restore and Improve Urban Infrastructure

7. Advance Health Informatics

8. Engineer Better Medicines

9. Reverse Engineer the Brain

10. Prevent Nuclear Terror

11. Secure Cyberspace

12. Enhance Virtual Reality

13. Advance Personalized Learning

14. Engineer the Tools of Scientific Discovery

tcp_handshaker•10m ago
Acquisition back by Google in 3 years, with nothing to show for it. VCs will make a ton.
tgma•7m ago
and... the VC is Google.

Gotta compensate them somehow.

DataDaoDe•7m ago
My thoughts exactly
arjie•20m ago
This is very cool. It might be a new scientific revolution to have computer-driven discovery. So often we find things that are "this could have been done 20 years ago" and with an indefatigable searcher perhaps we'll close all those things. Though it does remind me of that Ted Chiang (I think) story where humans and superhumans coexist and all the science of the former is meta-studies of the work of the latter.
PaulDavisThe1st•10m ago
> It might be a new scientific revolution to have computer-driven discovery.

And ... it might not.

arjie•9m ago
True, nothing might be anything. But I'm an optimist :)
syntaxing•16m ago
This reminds me of Three body problem and how the scientist discovered the high strength wire was through quick physical experiments and use them as input to an AI model to determine if it works.
Taikhoom2010•15m ago
The problem is all these new labs don't have any competitive advanatge amongst each other, talent can only take one so far, though Jeff is a legend no doubt.

Models are commodities the applications eg. BaseTen, OpenRouter should capture the value.

https://taikhooms.substack.com/p/why-openrouter-can-be-the-n...

compiler-guy•8m ago
The company is developing an application, or a class of applications. Not a new model.
malux85•4m ago
Model routers - send all of your data through a third party who totally swears not to peek at it.

If youre doing anything worthwhile (advanced research, classified work, high value industrial research, health data, or anything high value) then sending your data through a third party like that is insane.

deerstalker•15m ago
National Labs in the US have been doing this for a while now. I feel like the private sector will take the lead soon.
bezko•14m ago
So Ralph Wiggum in a suit?
sidcool•14m ago
I am available for hire.
searine•11m ago
Computation is not the hard part of discovery.
ChrisArchitect•10m ago
Related:

Jeff Dean leaving Alphabet

https://news.ycombinator.com/item?id=49184746

swalsh•9m ago
By the middle of the 2030's the world we live in will be unrecognizable.
kingofthehill98•6m ago
I agree, for better or for worse.

If I had to bet my money, it would be on "for worse".

yddryhry•7m ago
you people worship money and money only and cannot see vaporware because of it.
claiir•6m ago
The site itself is really leaning into the “made with Fable” aesthetic
ramon156•5m ago
"Our mission is straightforward" continued by the most complex sentence on that page. Wondering what the definition of straightforward is now
numbers_guy•4m ago
When they say experiments, do they mean using physics simulators?