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Learning to Reason in 13 Parameters

https://arxiv.org/abs/2602.04118
1•nicholascarolan•1m ago•0 comments

Convergent Discovery of Critical Phenomena Mathematics Across Disciplines

https://arxiv.org/abs/2601.22389
1•energyscholar•1m ago•1 comments

Ask HN: Will GPU and RAM prices ever go down?

1•alentred•1m ago•0 comments

From hunger to luxury: The story behind the most expensive rice (2025)

https://www.cnn.com/travel/japan-expensive-rice-kinmemai-premium-intl-hnk-dst
1•mooreds•2m ago•0 comments

Substack makes money from hosting Nazi newsletters

https://www.theguardian.com/media/2026/feb/07/revealed-how-substack-makes-money-from-hosting-nazi...
3•mindracer•3m ago•0 comments

A New Crypto Winter Is Here and Even the Biggest Bulls Aren't Certain Why

https://www.wsj.com/finance/currencies/a-new-crypto-winter-is-here-and-even-the-biggest-bulls-are...
1•thm•3m ago•0 comments

Moltbook was peak AI theater

https://www.technologyreview.com/2026/02/06/1132448/moltbook-was-peak-ai-theater/
1•Brajeshwar•4m ago•0 comments

Why Claude Cowork is a math problem Indian IT can't solve

https://restofworld.org/2026/indian-it-ai-stock-crash-claude-cowork/
1•Brajeshwar•4m ago•0 comments

Show HN: Built an space travel calculator with vanilla JavaScript v2

https://www.cosmicodometer.space/
1•captainnemo729•4m ago•0 comments

Why a 175-Year-Old Glassmaker Is Suddenly an AI Superstar

https://www.wsj.com/tech/corning-fiber-optics-ai-e045ba3b
1•Brajeshwar•4m ago•0 comments

Micro-Front Ends in 2026: Architecture Win or Enterprise Tax?

https://iocombats.com/blogs/micro-frontends-in-2026
1•ghazikhan205•7m ago•0 comments

These White-Collar Workers Actually Made the Switch to a Trade

https://www.wsj.com/lifestyle/careers/white-collar-mid-career-trades-caca4b5f
1•impish9208•7m ago•1 comments

The Wonder Drug That's Plaguing Sports

https://www.nytimes.com/2026/02/02/us/ostarine-olympics-doping.html
1•mooreds•7m ago•0 comments

Show HN: Which chef knife steels are good? Data from 540 Reddit tread

https://new.knife.day/blog/reddit-steel-sentiment-analysis
1•p-s-v•8m ago•0 comments

Federated Credential Management (FedCM)

https://ciamweekly.substack.com/p/federated-credential-management-fedcm
1•mooreds•8m ago•0 comments

Token-to-Credit Conversion: Avoiding Floating-Point Errors in AI Billing Systems

https://app.writtte.com/read/kZ8Kj6R
1•lasgawe•8m ago•1 comments

The Story of Heroku (2022)

https://leerob.com/heroku
1•tosh•9m ago•0 comments

Obey the Testing Goat

https://www.obeythetestinggoat.com/
1•mkl95•9m ago•0 comments

Claude Opus 4.6 extends LLM pareto frontier

https://michaelshi.me/pareto/
1•mikeshi42•10m ago•0 comments

Brute Force Colors (2022)

https://arnaud-carre.github.io/2022-12-30-amiga-ham/
1•erickhill•13m ago•0 comments

Google Translate apparently vulnerable to prompt injection

https://www.lesswrong.com/posts/tAh2keDNEEHMXvLvz/prompt-injection-in-google-translate-reveals-ba...
1•julkali•13m ago•0 comments

(Bsky thread) "This turns the maintainer into an unwitting vibe coder"

https://bsky.app/profile/fullmoon.id/post/3meadfaulhk2s
1•todsacerdoti•14m ago•0 comments

Software development is undergoing a Renaissance in front of our eyes

https://twitter.com/gdb/status/2019566641491963946
1•tosh•14m ago•0 comments

Can you beat ensloppification? I made a quiz for Wikipedia's Signs of AI Writing

https://tryward.app/aiquiz
1•bennydog224•15m ago•1 comments

Spec-Driven Design with Kiro: Lessons from Seddle

https://medium.com/@dustin_44710/spec-driven-design-with-kiro-lessons-from-seddle-9320ef18a61f
1•nslog•15m ago•0 comments

Agents need good developer experience too

https://modal.com/blog/agents-devex
1•birdculture•17m ago•0 comments

The Dark Factory

https://twitter.com/i/status/2020161285376082326
1•Ozzie_osman•17m ago•0 comments

Free data transfer out to internet when moving out of AWS (2024)

https://aws.amazon.com/blogs/aws/free-data-transfer-out-to-internet-when-moving-out-of-aws/
1•tosh•18m ago•0 comments

Interop 2025: A Year of Convergence

https://webkit.org/blog/17808/interop-2025-review/
1•alwillis•19m ago•0 comments

Prejudice Against Leprosy

https://text.npr.org/g-s1-108321
1•hi41•20m ago•0 comments
Open in hackernews

Multiple Indicted on Charges of Theft and Re-Sale of Restaurant Cooking Oil

https://www.justice.gov/usao-sdia/pr/multiple-chinese-nationals-indicted-charges-related-theft-and-re-sale-restaurant
29•737min•1mo ago

Comments

alecco•1mo ago
Actual title: Multiple Chinese Nationals Indicted...
pphysch•1mo ago
Oh no, not the Used Cooking Oil. Thank you DoJ for keeping our streets safe.

Seriously though, what's the usual lifecycle for those waste oil tanks? Will the owner sell the contents to a recycler when it's full?

colechristensen•1mo ago
Read the article.

This is an organized crime thing, apparently there's a chinese mob?

These people were stealing oil from restaurants and selling it to downstream users for industrial uses (making biodiesel is one)

Google suggests at about $0.5 per gallon

SoftTalker•1mo ago
Yes, the restaurants have a contract with a waste oil processor. The oil gets picked up and is used to make soap, cosmetics, biodiesel, or other products.

I'm not sure what the restaurant gets paid for it, probably not a lot, they may even have to pay for the service like they do for trash dumpsters. But unlike trash, the oil has a value so they probably do get paid a little bit.

They are also legally required to dispose of waste cooking oil properly. It's not toxic per se, but you can't just dump it down the drain.

joecool1029•1mo ago
>It's not toxic per se, but you can't just dump it down the drain.

That's what the gutter is for: https://m.youtube.com/watch?v=zrv78nG9R04

tbrownaw•1mo ago
> but you can't just dump it down the drain

The search keyword is the day is "fatberg".

blitzar•1mo ago
Sounds like regulatory overreach attacking small businesses and innovation.
mjhay•1mo ago
Used oil and grease theft is fairly valuable to use for biodiesel. Theft has actually been a problem for a while.
analog31•1mo ago
Actually the first thing that came to mind for me was re-using used oil for cooking.
kotaKat•1mo ago
To add to the bit... Simpsons Did It!

https://www.youtube.com/watch?v=pu24aQ3D5sk

monerozcash•1mo ago
I put all the available court filings from PACER on RECAP https://www.courtlistener.com/docket/72028072/united-states-...
maxglute•1mo ago
Used cooking oil / UCO has been liquid gold for carbon credit maxing as feedstock for sustainable aviation fuel. Sells more per unit than cooking oil, so much so there's fraud going around mixing UCO into fresh cooking oil for resale. There's tariff shenanigans over PRC UCO exports, so now US UCO = $$$.

The broader TLRD is there's no market for gutter oil for cooking anymore when UCO sell more to industrial recyclers. Gutter oil for cooking in PRC, TW disapeared once waste cooking oil recycling industries sprung up. I think SKR avoided it all together by building biodesel management earlier.

OutOfHere•1mo ago
I don't know why restaurants need to use oil in this waste-generating way, presumably for frying. All of the same things can be cooked in an air fryer oven without oil. Granted, it takes longer, and uses plenty of electricity, but it can be done all day long.
D-Machine•1mo ago
This is completely incorrect. Air-fryers are just small ovens, they do not meaningfully crisp almost anything without serious modifications to the recipe and approach, and most crispy textures can only be properly achieved by deep frying. Air fryers are mostly useless and the name borders on fraud IMO.
OutOfHere•1mo ago
They cook, which is the point. Being crisp isn't actually necessary. Being cooked is. If it's really necessary, one can always use spray oil before inserting them into the air fryer.
D-Machine•1mo ago
Yes, I guess we can just steam or even microwave all our food then, texture and moisture content is just an irrelevancy.
OutOfHere•1mo ago
Actually a microwave or steamer or cooker works fine for me for things that can cook so simply, but not everything can.

Some things require a fryer. The point is that there is a 1:1 correspondence between what can cook in an oil fryer versus what can cook in an air fryer, and the result is 85% as crisp.

In fact I hold the oil against the restaurant because the oil is a multi-faceted health hazard.

Kirby64•1mo ago
This seems like you’ve never used an air fryer. They aren’t a replacement for a deep fryer, of course, but they can certainly crisp many different foods much differently from a traditional oven. The high cfm convection of an air fryer makes food behave much differently than a regular oven or a standard convection oven.
D-Machine•1mo ago
Air fryer cultists must administer lidocaine prior to eating or something, air fryers can't even get close to proper deep or shallow frying, unless you are re-warming something pre-packaged that was already deep fried prior. The "crisp" achieved from air frying is woefully inferior, and no serious chef or anyone with basic cooking experience defends them for anything other than trivial use-cases. They do not behave meaningfully different in any way from a good convection oven, countertop or otherwise, and are less versatile (and yes, cheap convection ovens do have worse circulation, but good ones do not have this problem, or even just have an air fry mode anyway).

EDIT: So to be clear, yes, there is a narrow use case for people who can't afford e.g. a good countertop convection oven (same thing as an air fryer but more versatile) or decent convection oven, and for whom cooking consists mostly of store-bought and pre-cooked small meals for 1-2 people max, and definitely for people that don't care about the dramatic textural difference from actual fried food, or that aren't attempting to emulate fried food with it.

But air frying was mentioned by GP as an alternative for restaurants in place of deep frying, which is woefully out of touch with the most basic facts of reality.

Kirby64•1mo ago
> They do not behave meaningfully different in any way from a good convection oven, countertop or otherwise, and are less versatile (and yes, cheap convection ovens do have worse circulation, but good ones do not have this problem, or even just have an air fry mode anyway).

Chris Young, of Modernist Cuisine and Chefsteps fame, disagrees with you. There’s a difference in the physical construction of actual air fryers vs just fast convection ovens. Every convection oven/air fryer combo I’ve ever seen has the fan on the side, so the behavior and performance is different.

See: https://youtu.be/yw--NLjZBNk

D-Machine•1mo ago
Thanks for this video, it is an interesting one. I have a lot of respect for MC, but, unfortunately, I do not find this video convincing at all.

It isn't clear to me that it matters if a fan is on the side or below or sucks or blows, because with sufficient speed you get turbulence, and air is flowing in all sorts of directions. The claim doesn't pass a basic physics smell test, nor does the video's claim about blowing from the side "fighting the natural tendency of steam to rise", which is only relevant if your fan is seriously under-powered. Also, where does that steam go? It is just re-circulated, unless the oven is properly vented, which is the real factor here. You only get "pockets of humidity" in a really trash convection oven or if you seriously over-crowd your food, or in bad "energy-efficient" ovens that maintain efficiency by just trapping steam. Could it be that the average / cheap convection oven is poorly vented and has an underpowered fan, relative to the average air-fryer? Probably. But I remain unconvinced they are meaningfully different from a decent convection oven.

Part of the reason I don't believe the claims is that I use the technique in the video already to make very crisp oven fries that approach the ones in the video even in a non-convection, regular oven. Getting this right was an obsession for me for some time, and the trick is getting the par-cook perfect, not over-shaking, the right kind of potatoes, the stupid amounts of oil (which effectively causes the outsides to fry anyway and properly crisp), and the right oven temp. You do regularly have to also toss them in the oven, just like he regularly shakes his in the fryer. Getting all those things right is the main trick here, and is very, very hard to do right, probably about 90% of the challenge. In fact, getting the par-cook wrong can even make a deep-fried fry worse than a properly par-cooked and prepared oven fry, and knowing the importance of all these other factors, I find it incredibly implausible that the different direction of convection in an air-fryer is a significant factor.

Perhaps a regular oven can get you to only 80%, a convection to 90%, and an air-fryer to 100% of what he achieves, and perhaps this is because the air fryer makes it less work and more consistent, since you can toss them with less overall heat loss. Or perhaps if he spent just as many weeks perfecting convection oven fries they would be indistinguishable. The side-by-side comparison with a convection oven is what I need to see to be actually convinced an air-fryer is anything unique, and weak and untested arguments about air-flow direction aren't doing it for me.

EDIT: Also I originally stated "Air-fryers are just small ovens, they do not meaningfully crisp almost anything without serious modifications to the recipe and approach, and most crispy textures can only be properly achieved by deep frying", and note that this remains true. Yes, a good chef can achieve crisp in clever ways other than deep or shallow frying, and I have my own bag of tricks, but in practice it is a lot harder, less consistent, only works for a very limited number of foods, and still generally requires you use a large amount of oil.

EDIT2: If you read through the YouTube comments on that video, you also find out he is using frozen fries, which he admits are almost always par-fried in oil anyway! So the recipe was still relying on deep-frying!

eudamoniac•1mo ago
If you consider 1. Almost no restaurants have made this substitution and 2. Cooking oil is pretty expensive, then you can realize that 3. No, air fryers are not a quality substitute for real frying
OutOfHere•1mo ago
That's not the reason why. Air fryers take longer to cook an item than does a regular fryer. When it comes to meat, often I have to cook it for nearly 30 minutes just to have it reach a safe internal temperature in its center. Restaurants do not have this much time. Even then, the number of servings is small. Restaurants need speed and volume; an air fryer grants neither.

Fwiw, one can always spray oil before placing an item in the air fryer, although it's entirely unnecessary from a cooking pov.

Stevvo•1mo ago
At least they are using it for Biodiesel. This happens daily in China, hundreds of thousands of people collect used oil from drains/sewers and sell it to a refinery. However, the refinery doesn't turn it into bio-diesel; they clean it up and resell it as new cooking oil.