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Discovery Loop

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

Comments

Johnny_Bonk•1h ago
For sure made with Claude code for front end, but I’m excited to see where they go
1970-01-01•42m 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•36m ago
How is that different than video input?
1970-01-01•29m 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•40m 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•32m ago
Google is backing it.
FailMore•26m ago
Google down $160Bn so far since the leaving announcements. Those are some valuable people!
IAmGraydon•19m ago
Google is literally at the same stock price it was on Monday. This is a normal daily fluctuation for them.
mosfets•40m ago
Is this a joke? Site is not loading for me.
stephantul•39m 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•31m 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•13m 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.
stephantul•10m ago
That is true, I’ve seen people do biochemistry and geology work, and it did look very mind-numbing.

Then again, gassing rats and taking biopsies is not something you can do with AI.

tcp_handshaker•20m ago
Lets keep your comment out of the VC pitch deck shall we?
flakiness•38m 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•38m 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•20m ago
Acquisition back by Google in 3 years, with nothing to show for it. VCs will make a ton.
tgma•17m ago
and... the VC is Google.

Gotta compensate them somehow.

DataDaoDe•17m ago
My thoughts exactly
dude250711•
arjie•30m 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•20m ago
> It might be a new scientific revolution to have computer-driven discovery.

And ... it might not.

arjie•19m ago
True, nothing might be anything. But I'm an optimist :)
syntaxing•26m 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•25m 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•18m ago
The company is developing an application, or a class of applications. Not a new model.
malux85•14m 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.

make3•5m ago
I think Google's branding was starting to be too poor in AI to get top talent, they needed the refresh
deerstalker•25m 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.
pphysch•1m ago
Why? Science is wildly unprofitable on the scale of an individual private firm.
bezko•24m ago
So Ralph Wiggum in a suit?
sidcool•24m ago
I am available for hire.
searine•21m ago
Computation is not the hard part of discovery.
ChrisArchitect•20m ago
Related:

Jeff Dean leaving Alphabet

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

swalsh•19m ago
By the middle of the 2030's the world we live in will be unrecognizable.
kingofthehill98•16m ago
I agree, for better or for worse.

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

dude250711•7m ago
It will not be owned by top 1%?
swalsh•5m ago
That seems to be the one unchanged variable of time.
yddryhry•17m ago
you people worship money and money only and cannot see vaporware because of it.
claiir•16m ago
The site itself is really leaning into the “made with Fable” aesthetic
pelagicAustral•10m ago
Why are people so sour about this?? I can read the site easily, its clear, performs well on mobile, what else do you want? Why is so offensive to people that models trained on tailwind or whatever?
make3•7m ago
it's just a low effort snark comment, don't offer think it
swalsh•6m ago
If this was a design firm, it might matter. But this is mostly a hiring ad for engineers, and a landing page for VC. I'd judge them more if they actually put effort into it.
slopinthebag•4m ago
Because it’s lame and aesthetics matter.
jonas21•2m ago
And on top of that, the HTML is so simple and readable too. I wish all sites were like this.
swalsh•8m ago
ramon156•15m ago
"Our mission is straightforward" continued by the most complex sentence on that page. Wondering what the definition of straightforward is now
pphysch•7m ago
Right. What about the scientific hardware (instruments, sensors, robotics)? Partnerships with existing research institutions? Dealing with restricted data?

Modernizing science is a lot more complicated than just optimizing the inner experimental loop, but their hiring page implies it's a pure ML lab focused mainly on model development.

numbers_guy•14m ago
When they say experiments, do they mean using physics simulators?
Noe2097•7m ago
This looks like a realization of "benevolent self conscious AIs agreeing to cooperate with mankind to do great stuff". Often in these tales, there is a hidden cost to it: the AI has its own agenda, or does crazy experiments with humans mind/brain. I'm wondering what shape will take that plot twist in reality :)
pelagicAustral•6m ago
Really seems to embrace the "Making the world a better place by <<extremely convoluted, highly technical, jargon loaded mission statement>>"
11m ago
For all we know, they could have been successfully working on "10. Prevent Nuclear Terror" for the last 80+ years.
let me rephrase that:

"The site itself demonstrates the team is spending their money in the places that matter, and using quick solutions for the stuff they need but isn't mission critical"

IshKebab•3m ago
At least it isn't dark purple.

Discovery Loop

https://www.discoveryloop.com/
136•xtreak29•1h ago•54 comments

Qwen 3.0 Image Pro

https://www.qwencloud.com/models/qwen-image-3.0-pro
137•theanonymousone•2h ago•37 comments

The next chapter of our AI momentum

https://blog.google/company-news/inside-google/message-ceo/next-chapter-ai-momentum/
51•colesantiago•1h ago•34 comments

Google DeepMind CEO Demis Hassabis is stepping down

https://www.axios.com/2026/08/05/google-deepmind-demis-hassabis-ai
292•ot•1h ago•172 comments

Oracle Just Halved Its Always Free ARM Limits

https://www.cnelecar.com/blog/oracle-always-free-arm-limits-cut-2026/
91•iplaypc•2h ago•65 comments

The "Disability Dongle": Why Silicon Valley Hates Me and You

https://sightlessscribbles.com/disability-dongle/
88•calcifer•2h ago•56 comments

Jeff Dean leaving Alphabet

https://www.nytimes.com/2026/08/05/technology/google-researchers-ai-startup.html
211•louiereederson•1h ago•46 comments

Aristotle quotes on virtue, knowledge, and happiness

https://www.campion.edu.au/blog/top-25-aristotle-quotes-on-virtue-knowledge-and-happiness/
101•teleforce•3h ago•29 comments

Cloudflare OS: an open platform for agents, apps, and work

https://blog.cloudflare.com/cloudflare-os/
307•speckx•3h ago•170 comments

Cops Used Flock to Track a Man Across State Lines for a Pretextual Weed Search

https://www.404media.co/cops-used-flock-to-track-a-man-across-state-lines-to-create-pretext-to-se...
245•cdrnsf•2h ago•124 comments

Launch HN: HyperProbe (YC S26) – Agents that do read-only debugging in prod

https://www.hyperprobe.co
8•shailendraht•50m ago•4 comments

Western Sahara

https://en.wikipedia.org/wiki/Western_Sahara
38•brudgers•19h ago•14 comments

The Valley of Webhooks

https://weli.dev/blog/the-valley-of-webhooks/
28•weli•2h ago•12 comments

The Entropy of a Markov Chain

https://chillphysicsenjoyer.substack.com/p/the-entropy-of-a-markov-chain
54•surprisetalk•3h ago•2 comments

Discovery of a multicomponent alloy forged by the Hiroshima atomic blast

https://www.science.org/doi/10.1126/sciadv.aeg8299
47•_____k•5d ago•13 comments

Building an Advanced Agentic Harness

https://data4sci.com/blog/building-an-advanced-agentic-harness
58•Anon84•3h ago•27 comments

Painting with Gaussians

https://yogthos.net/posts/2026-08-03-splat-painter.html
45•yogthos•4h ago•4 comments

Jeff Dean Leaving Google

https://twitter.com/JeffDean/status/2085034604172603724
49•bifftastic•1h ago•3 comments

Intelligence Is Not the Main Bottleneck

https://www.writingruxandrabio.com/p/intelligence-is-not-the-main-bottleneck
92•rruxandra_l•3h ago•65 comments

Rubin Observatory's first LSST Camera release: 500k galaxies in the COSMOS field

https://rubinobservatory.org/news/rubin-new-window-cosmos-field
40•MarcoDewey•3h ago•3 comments

When "no healthy upstream" isn't about the upstream you think

https://sahansera.dev/no-healthy-upstream/
4•sahan•3d ago•0 comments

Civilian plane crash in New Mexico tied to military GPS blocking

https://www.wired.com/story/a-civilian-plane-crashed-in-new-mexico-was-the-militarys-tech-to-blame/
346•dzdt•6h ago•167 comments

Faster Than Ninja

https://build2.org/blog/faster-than-ninja.xhtml
51•elasticdog•4h ago•17 comments

TSON – A JSON superset with immutable, hash-pinned schemas

https://tson.io/
44•andrewjneumann•3h ago•39 comments

The Law of Jante (2015)

https://www.theparisreview.org/blog/2015/02/11/the-law-of-jante/
12•NaOH•22h ago•1 comments

Position: LLMs Can't Jump

https://openreview.net/challenge?redirect=%2Fforum%3Fid%3DklU4737opt
179•theanonymousone•6h ago•126 comments

Stateless MCP has recaptured my interest

https://simonwillison.net/2026/Jul/31/stateless-mcp/
349•tosh•4d ago•200 comments

TIME Is Serving AI Bots a Different Website, with Ads Built In

https://www.vincentschmalbach.com/time-serves-ai-bots-a-different-website/
178•vincent_s•4h ago•72 comments

Energizing a vacuum-tube flip-flop module from a 1948 IBM system

https://www.righto.com/2026/07/ibm-604-trigger-tube-module.html
26•Jimmc414•5d ago•3 comments

Why Erdős Problems Are Falling to AI

https://www.quantamagazine.org/why-the-legendary-erdos-problems-are-falling-to-ai-20260803/
112•pseudolus•5h ago•103 comments