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Keep Android Open

https://f-droid.org/2026/02/20/twif.html
314•LorenDB•1h ago•92 comments

Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI

https://github.com/ggml-org/llama.cpp/discussions/19759
492•lairv•5h ago•108 comments

I found a useful Git one liner buried in leaked CIA developer docs

https://spencer.wtf/2026/02/20/cleaning-up-merged-git-branches-a-one-liner-from-the-cias-leaked-d...
450•spencerldixon•5h ago•175 comments

Lil' Fun Langs

https://taylor.town/scrapscript-000
36•surprisetalk•1h ago•2 comments

Trump's global tariffs struck down by US Supreme Court

https://www.bbc.com/news/live/c0l9r67drg7t
825•blackguardx•3h ago•667 comments

Making frontier cybersecurity capabilities available to defenders

https://www.anthropic.com/news/claude-code-security
29•surprisetalk•1h ago•14 comments

Blue light filters don't work

https://www.neuroai.science/p/blue-light-filters-dont-work
28•pminimax•1h ago•33 comments

The path to ubiquitous AI (17k tokens/sec)

https://taalas.com/the-path-to-ubiquitous-ai/
552•sidnarsipur•8h ago•335 comments

Testing Super Mario Using a Behavior Model Autonomously

https://testflows.com/blog/testing-super-mario-using-a-behavior-model-autonomously-part1/
5•Naulius•21m ago•1 comments

Child's Play: Tech's new generation and the end of thinking

https://harpers.org/archive/2026/03/childs-play-sam-kriss-ai-startup-roy-lee/
226•ramimac•4h ago•138 comments

Legion Health (YC) Is Hiring Cracked SWEs for Autonomous Mental Health

https://jobs.ashbyhq.com/legionhealth/ffdd2b52-eb21-489e-b124-3c0804231424
1•ympatel•2h ago

Untapped Way to Learn a Codebase: Build a Visualizer

https://jimmyhmiller.com/learn-codebase-visualizer
150•andreabergia•10h ago•27 comments

PayPal discloses data breach that exposed user info for 6 months

https://www.bleepingcomputer.com/news/security/paypal-discloses-data-breach-exposing-users-person...
186•el_duderino•6h ago•55 comments

Facebook is absolutely cooked

https://pilk.website/3/facebook-is-absolutely-cooked
132•npilk•1h ago•113 comments

The Popper Principle

https://theamericanscholar.org/the-popper-principle/
36•lermontov•1d ago•20 comments

The Rediscovery of 103 Hokusai Lost Sketches (2021)

https://japan-forward.com/eternal-hokusai-the-rediscovery-of-103-hokusai-lost-sketches/
48•debo_•4d ago•4 comments

Raspberry Pi Pico 2 at 873.5MHz with 3.05V Core Abuse

https://learn.pimoroni.com/article/overclocking-the-pico-2
110•Lwrless•10h ago•34 comments

Do you want to build a community where users search or hang? (2021)

https://www.mooreds.com/wordpress/archives/3486
5•mooreds•3d ago•1 comments

Visible Spectra of the Elements

https://atomic-spectra.net/
26•djoldman•3d ago•2 comments

Consistency diffusion language models: Up to 14x faster, no quality loss

https://www.together.ai/blog/consistency-diffusion-language-models
186•zagwdt•15h ago•78 comments

No Skill. No Taste

https://blog.kinglycrow.com/no-skill-no-taste/
111•ianbutler•3h ago•115 comments

Web Components: The Framework-Free Renaissance

https://www.caimito.net/en/blog/2026/02/17/web-components-the-framework-free-renaissance.html
157•mpweiher•10h ago•102 comments

AI is not a coworker, it's an exoskeleton

https://www.kasava.dev/blog/ai-as-exoskeleton
448•benbeingbin•23h ago•458 comments

Infrastructure decisions I endorse or regret after 4 years at a startup (2024)

https://cep.dev/posts/every-infrastructure-decision-i-endorse-or-regret-after-4-years-running-inf...
436•Meetvelde•3d ago•191 comments

Lessons learned from `oapi-codegen`'s time in the GitHub Secure Open Source Fund

https://www.jvt.me/posts/2026/02/17/oapi-codegen-github-secure/
7•zdw•2d ago•0 comments

Minions – Stripe's Coding Agents Part 2

https://stripe.dev/blog/minions-stripes-one-shot-end-to-end-coding-agents-part-2
109•ludovicianul•8h ago•57 comments

US plans online portal to bypass content bans in Europe and elsewhere

https://www.reuters.com/world/us-plans-online-portal-bypass-content-bans-europe-elsewhere-2026-02...
436•c420•1d ago•825 comments

Reading the undocumented MEMS accelerometer on Apple Silicon MacBooks via iokit

https://github.com/olvvier/apple-silicon-accelerometer
122•todsacerdoti•14h ago•55 comments

Show HN: Micasa – track your house from the terminal

https://micasa.dev
612•cpcloud•1d ago•193 comments

Notes on Clarifying Man Pages

https://jvns.ca/blog/2026/02/18/man-pages/
48•surprisetalk•1d ago•37 comments
Open in hackernews

Why Is the American Diet So Deadly?

https://www.newyorker.com/magazine/2025/01/13/why-is-the-american-diet-so-deadly
21•SamoyedFurFluff•3h ago

Comments

michaelsshaw•2h ago
https://archive.ph/nLNPp
wolvoleo•2h ago
Oops sorry I just posted it too at the same time. Curiously enough I got a different url.
wolvoleo•2h ago
https://archive.is/4yObP
throwaway5752•1h ago
It isn't "so deadly", it's just unhealthy, and it's made worse by culture and business encouraging excessive consumption and serving sizes.

Ultraprocessed foods aren't great, but it's yet another manufactured crisis to serve as a distraction from the Epstein files scandal and coverup, like the attack Iran will be next Thursday. What a horrible time.

idontwantthis•1h ago
I don’t like the “everything else is a distraction” take. Multiple things can be very bad at once, and our government is capable of multiple conspiracies at once. Not that processed food is a government conspiracy.
Tade0•1h ago
Also it's not like it's a new topic. Super Size Me came out in 2004.
throwaway5752•1h ago
I think I agree with you in general, just not in this specific case. There is nothing that changed this year with respect to food.

And this administration rolled back existing standards to improve school lunch nutrition and their nutrition policy changes have not been science based, so they demonstrably don't care about the issue.

nradov•1h ago
Current US federal government nutrition guidelines call for avoiding highly processed foods.

https://realfood.gov/

epistasis•1h ago
An important foot note to that is that the current US federal government has politicized science to the point that it cannot be trusted as a source of health or medical information. Professional societies of doctors and scientists are far more reliable.

Past governments may have also completely botched the food guidelines, too, but it's never been as clearly botched as it is at the moment.

epistasis•1h ago
My main problem is defining "ultra-processed," such that I could take action on this in my life.

> From this perspective, homemade jam on pain de Gonesse would be fine; Smucker’s on Wonder Bread would not, even if it contained less sugar and fat. “The thesis is that we’ve been focussing too strongly on the individual nutritional components of food,” Hall told me. “We’re starting to learn that processing really matters.”

So the pain de Gonesse goes through lots of processing to get it's unique attributes, but is not "ultra processed" yet Wonder bread is. Or is it the Smucker's jam that makes it ultraprocessed? Is home made jam ultra-processed?

Or this distinction:

> “Preparing a day’s worth of ultra-processed meals might take an hour,” he said. “Unprocessed meals could take three or four times as long.” He brought his knife down forcefully, cleaving a carrot in two, and continued: “If I’m swamped, I’d rather make the ultra-processed menu. But if I had to pick one to eat for the rest of my life? Unprocessed, no question.”

As somebody who cooks a good chunk of my family's meals, cleaving a carrot in two and taking the example earlier of making a meal of vegetables and grilled chicken is not that time consuming compared to, what exactly? What takes 3-4 hours to prepare here?

Vagueness in articles like these reinforce the idea that there's no definiton of "ultra-processed" that a regular person can use, and that it's just based on vibes and vague feelings of "quality" that are at best defined by traditions rather than by choices that are made. Even the start of the article, that the immigrant noticed that American meals had far larger portions, more salt, and more sweetness than French food, does not comport to the definitons used here.

Maybe the definition is: the food can go bad in a short amount of time, except for staples like rice or flour. Would that work? I don't know. Can I simply switch to dry kidney beans rather than the canned kidney beans, because the canned kidney beans are "ultra-processed"?

I've read sooooo much about ultra-processed food but still don't know how to use it in daily life.

cmsp12•1h ago
anything that was made in a factory is processed. Eat food in its most natural form available
tubs•1h ago
Raw meat? Wheat grains from the ground? Coconut shells?
cmsp12•6m ago
no, meat from the meat aisle that comes from a cow and not with a bunch of chemicals added into it and that is in the freezer
epistasis•1h ago
I bake my own bread, so great, that's not a factory. But the pain de Genoesse, how is that not made in a factory? What size of bakery is OK?

Edit: and to take an example from the "official" definition: "Group 1 foods are unprocessed or minimally processed: nuts, eggs, vegetables, pasta." When people hear pasta, they think it's going to be made in a factory. I occassionally make pasta, but honestly prefer the dry stuff for its texture in most dishes, and nobody is making dried pasta at home of any good quality (see for example this amazing series of YouTube videos of an attempt at such https://www.youtube.com/playlist?list=PLURsDaOr8hWXz_CFEfPH2... )

Adding "pasta" to the group 1 list kind of upends any intuitive understanding of the groupings.

magneticnorth•1h ago
Yes, I found the group description confusing as well. The group 4 description starts off with "when foods are refined, bleached ...".

I'm pretty certain the flour used to make standard grocery store pasta is both refined and bleached. Even if I make it at home, I'm using refined and bleached white flour.

And my understanding is that should be considered fairly processed - the refining makes it less fibrous and easier to digest, which spikes insulin levels and is bad for gut bacteria etc.

epistasis•1h ago
Exactly! And that's not to say that the idea of "ultraprocessed" doesn't ultimately turn up something extremely insightful and actionable for regular people. The concept just doesn't seem to be a useful one for regular people, yet.
magneticnorth•45m ago
As someone who cooks a lot, I find the concept of "could I make this in my kitchen" to be a helpful guideline. I can tell a chipsahoy cookie is pretty different from anything I've ever made, whereas the ones at the local independently-owned bakery are more similar.

But making that judgement requires more cooking experience than a lot of people have, and executing on it requires the time & money to buy the more expensive stuff that has a shorter shelf life.

readthenotes1•1h ago
You just chew wheat? Know on popcorn kernals?

"available" is hardly a right goal

Armic•1h ago
Easy practical definition: something you couldn't make in your own kitchen no matter how good of a chef you were. eg you could can beans, you couldn't make a poptart.
epistasis•1h ago
The article says canned kidney beans are in the ultra-processed category, and I can do canning in my own home (haven't since I was a kid and did it with my parents, but theoretically I would if I had a large garden).

Perhaps I'm just looking for too sharp of an edge on the definition. It's just that the examples in the article are something that make me doubt the entire ontology.

evandrofisico•1h ago
The usual canned beans (at least here in Brazil) are not ultra-processed, just processed, as they normally contain beans, water and salt.
epistasis•1h ago
That's the only ingredient list I have ever seen on canned beans as well, here in the US. I tend to make beans from dry just because I like to cook them with other vegetables and spices in order for beans to be at all palatable for me.

I wish journalists would run their examples like these by the researchers directly to see if the journalist's conception of the idea matches the researchers.

stvltvs•1h ago
The lack of a clear definition is the core of why this advice is unworkable, will never see wide adoption, and will be abandoned sooner or later.

The fact that enriched white pasta isn't included on the ultra-processed list shows that they're using some criteria outside of how processed the food is to make the list.

xnx•1h ago
Agree. Focusing on "processing", "junk food", and scary-sounding ingredients is a distraction.

A lot of processing is removing fiber so foods can be eaten faster and are less satiating. Eating more fiber automatically addresses most of the problems with he American diet.

epistasis•1h ago
Getting enough fiber has actually been my primary dietary goal for the past year. It's insanely hard! Hitting high amounts of protein with low carbs is a very very easy goal in comparison. At least when preparing your own food.

When eating out, it's practically impossible to hit goals on macronutrient categories, much less fiber goals! The best one can do is try to count calories.

xnx•53m ago
That's the core of "processed" food. If you could get a cup of broccoli at McDonald's you wouldn't have the stomach space for all the easy to eat (low chew) foods they sell.
sonofhans•1h ago
Avoiding “ultra-processed foods” is like trying to stay healthy by avoiding ultra-processed uranium — excellent idea, but not enough.

Michael Pollan offers [1] guidelines: “Eat food, not too much, mostly plants.” This doesn’t talk about avoiding anything, instead chasing after known good things — food. Carrots. Steak. Wheat. Things you see in a children’s book labelled “food.” If it grows in the sun and the rain then it’s food.

Thinking in terms of “ultra-processed” still leaves you captive to industry. Buy some rice and beans and forget about it.

1. https://michaelpollan.com/books/in-defense-of-food/

burningChrome•1h ago
>> My main problem is defining "ultra-processed," such that I could take action on this in my life.

I asked this question Claude, ChatGPT and Gemini. None of them could give me a good explanation either. One of the themes that did come through was the agents seemed to land on the idea that if something is made purposefully to make you want more of it (in a sense crave it), then its "ultra processed" which is interesting.

I then asked them what the difference between Chipolte and Taco Bell was then. It said some of the ingredients that Chipolte uses are still designed with specific flavorings and salts which would then be considered ultra processed because the point is not to make it healthier. Its to make you want it over other things that would be considered healthy.

It was an interesting conversation, and in the end, I came to the same conclusion, its impossible to tell these days where the threshold is for something to go from processed to ultra processed is.

zparky•39m ago
Thank you for posting your thoughts on a relevant conversation with LLMs, instead of pasting 8 paragraphs of its output.
adrian_b•1h ago
The most useful way to define "ultra-processed" is as food that you have not cooked yourself from raw ingredients, like by the time of our grandparents, but you have bought as ready to eat food.

Nowadays most people have given up on cooking, for fear that cooking may require too much time and their work does not allow enough time for this.

This has also happened with me many years ago, and because of that I became obese and I stayed so for many years, despite many failed attempts to lose weight. Eventually I learned to control my weight and I returned to a normal weight after almost a year of losing weight continuously. Had I returned to my previous diet, I would have gained weight again.

Nowadays, I eat only food that I cook myself and there is one obvious difference, which matches what is said in the parent article. With my food, I eat only fixed quantities that I have planned before, once in the morning and once in the evening. After I finish eating, I have no desire to eat more, even if I think that my food is very tasty. Later, I am not hungry again before the next meal.

In the past, when I was eating industrially-produced food, it was very difficult to stop eating soon enough. Moreover, a few hours later I was hungry again. It is certain that nothing has changed with me, but only with my food, because when I eat occasionally other food, again it does not satiate me properly.

When you have to cook for a large family, that is still possible by cooking all or most of the food for an entire week in one weekend day and then reheating the food in a microwave oven in the work days.

When you cook only for yourself, it is possible to cook the food every day just before eating, if you use modern methods instead of traditional methods. I cook all my food in a microwave oven. This requires about a half of hour before a meal, but only at most 10 to 15 minutes are active, e.g. peeling, paring and slicing vegetables, mixing ingredients and washing the vessels used. The rest of the time is passive, waiting for the food to be cooked in the oven and then to cool down, when I can do other activities, e.g. work at a computer.

So even if I have to spend some time with cooking food, that is acceptable and the benefits make it worthwhile. Moreover, food that you cook yourself can be many times cheaper than the alternatives, while also being much healthier.

When talking about "ultra-processing", it is important to differentiate the processing methods that separate the useful components of food from the processing methods that either mix various ingredients and additives or transform the food through various methods, e.g. heating.

Separating the useful nutrients is not bad intrinsically and it is frequently very desirable. For instance, using whey protein concentrate or milk protein concentrate for cooking is much healthier than using any other kind of dairy, because the protein concentrate is the useful part of the milk, while both lactose and milk fat can be harmful in excess. The only danger with separated nutrients is that they facilitate abuses, e.g. the existence of pure sugar makes it easy to add too much sugar in food.

On the other hand, the processing methods that either mix additives in food or transform it, are irreversible, so they are very frequently harmful. Moreover, when you are not the one who mixes the food ingredients, you can never be certain about which is the real content of the food. Therefore this is the kind of "ultra-processing" that should be avoided.

HiroProtagonist•1h ago
I wonder how these macro trends will shake out as more and more Americans start using GLP-1 meds.
heraldgeezer•1h ago
Don't get too distracted by all this. The number one thing is calories, number 2 is sugar. Cut it out.

Cut sugar soda, cut beer, skip 1 meal a day.

Now.

jovial_cavalier•1h ago
So the chefs are preparing food that has the same macros as ultraprocessed meals (I assume like tv dinners or something?) Why do they keep referring to the freshly-prepared food as "ultraprocessed"?

    “Is this processed or unprocessed?” I asked.

    Kozlosky smiled. “Ultra-processed,” she said. “Lots of participants can’t tell the difference.”
If the term has any meaning, you could tell very easily. Go look at a freshly fried tortilla chip, and compare it to a tostito. You know which one is which instinctively.

I thought I understood the study but now I'm not sure. I thought the idea was to take the exact same thing you'd get in a tv dinner and make it fresh, so no freeze drying, no preservatives, etc. Then if that food on its own causes the same pattern of health issues, we know it's simply a diet problem. It sounds like they replicated that effect. So they got evidence that ultraprocessing doesn't actually matter all that much?

orev•1h ago
Too many people jump on the health trend bandwagon to get attention, and all the slight misunderstandings add up to a confusing mess of information.

It’s not that difficult: the closer the item is to its natural state, the more healthy it is.

Almost all foods need some processing to be made edible (peeling, cooking, etc), but beyond that their health vs processing ratio declines.

For example: Rice needs to be cut, threshed, and cleaned. Then you have something that’s baseline edible (brown rice). But then people remove the bran layer to make white rice, which removes health. Then they pre-cook it to make “quick cook” rice, which removes more health. Or they grind it up to make rice flour, which removes more health. Or they ferment it to make saki, which removes more health.

At what point does it become ultra processed? It doesn’t really matter. The focus should be on staying as close to the initial edible state as possible.

danaris•55m ago
Your thesis is completely undercut by the rest of your post.

Some foods are healthiest to eat with no processing.

Other foods require minimal processing to be healthily edible.

Still other foods require significant processing to be healthily edible.

It's almost like....there's no simple, one-line rule you can apply to food to guarantee that you are always getting the healthiest stuff!! You actually have to apply human thought, judgement, and knowledge of the subject to it!