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OpenAI's Latest Platform Targets Enterprise Customers

https://aibusiness.com/agentic-ai/openai-s-latest-platform-targets-enterprise-customers
1•myk-e•1m ago•0 comments

Goldman Sachs taps Anthropic's Claude to automate accounting, compliance roles

https://www.cnbc.com/2026/02/06/anthropic-goldman-sachs-ai-model-accounting.html
2•myk-e•3m ago•1 comments

Ai.com bought by Crypto.com founder for $70M in biggest-ever website name deal

https://www.ft.com/content/83488628-8dfd-4060-a7b0-71b1bb012785
1•1vuio0pswjnm7•4m ago•1 comments

Big Tech's AI Push Is Costing More Than the Moon Landing

https://www.wsj.com/tech/ai/ai-spending-tech-companies-compared-02b90046
1•1vuio0pswjnm7•6m ago•0 comments

The AI boom is causing shortages everywhere else

https://www.washingtonpost.com/technology/2026/02/07/ai-spending-economy-shortages/
1•1vuio0pswjnm7•8m ago•0 comments

Suno, AI Music, and the Bad Future [video]

https://www.youtube.com/watch?v=U8dcFhF0Dlk
1•askl•10m ago•1 comments

Ask HN: How are researchers using AlphaFold in 2026?

1•jocho12•13m ago•0 comments

Running the "Reflections on Trusting Trust" Compiler

https://spawn-queue.acm.org/doi/10.1145/3786614
1•devooops•18m ago•0 comments

Watermark API – $0.01/image, 10x cheaper than Cloudinary

https://api-production-caa8.up.railway.app/docs
1•lembergs•19m ago•1 comments

Now send your marketing campaigns directly from ChatGPT

https://www.mail-o-mail.com/
1•avallark•23m ago•1 comments

Queueing Theory v2: DORA metrics, queue-of-queues, chi-alpha-beta-sigma notation

https://github.com/joelparkerhenderson/queueing-theory
1•jph•35m ago•0 comments

Show HN: Hibana – choreography-first protocol safety for Rust

https://hibanaworks.dev/
5•o8vm•36m ago•0 comments

Haniri: A live autonomous world where AI agents survive or collapse

https://www.haniri.com
1•donangrey•37m ago•1 comments

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•50m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•53m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
2•helloplanets•56m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•1h ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•1h ago•0 comments

Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.netlify.app/
1•zizoulegrande•1h ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•1h ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
2•basilikum•1h ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•1h ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•1h ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
4•throwaw12•1h ago•2 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•1h ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•1h ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•1h ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•1h ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
2•andreabat•1h ago•1 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
2•mgh2•1h ago•1 comments
Open in hackernews

Ultra-processed foods make up more than 60% of us kids' diets

https://www.bloomberg.com/news/articles/2025-08-07/sugar-snacks-and-ultra-processed-foods-are-majority-of-us-diet
47•JumpCrisscross•6mo ago

Comments

xandrius•6mo ago
Only surprised it is not higher to be honest.
v5v3•6mo ago
Is it because its an average and the Gwyneth Paltrows have 0%.

If they broke it down to demographics then would show a divide depending on income/education levels, area and so on.

xandrius•6mo ago
The math doesn't add up: even if the top 10% of US kids ate 0% of ultra-processed foods and the rest have 80+% in their diet, it would still be a larger average than the one reported.
sokoloff•6mo ago
https://archive.is/8IavU
sokoloff•6mo ago
> highly processed foods like burgers, pastries, snacks and pizza

Is a burger highly processed? Home-made burgers seem not to fall into that bucket. (Hot dogs, I can buy as being it, but burgers not.)

garbawarb•6mo ago
Is pizza? Basic pizza is just wheat, mozzarella, and tomato sauce. It's cooked, but I guess cooking is a process.
owebmaster•6mo ago
Pizza is processed. Frozen pizza is ultra proccessed
vjvjvjvjghv•6mo ago
Home made pizza is fine. The frozen stuff is mostly terrible with too much salt, sugar and god knows what else.
cpursley•6mo ago
Check what's in the tomato sauce and dough (hint: sugar)
Milpotel•6mo ago
"Simple" sugar doesn't make it ultra processed, it's the modified starch, glucose syrup, emulsifiers, ...
cpursley•6mo ago
Sure, that's what I meant.
garbawarb•6mo ago
Indeed, adding sugar is a process.
Aurornis•6mo ago
> Basic pizza is just wheat,

No, it’s flour, which is a heavily processed wheat product.

> mozzarella

Which is a heavily processed food that differs greatly from the input products.

> tomato sauce

Also processed. Likely has added sugar.

It’s interested to read these conversations and see that the frame of reference has shifted so much that obviously highly processed ingredients aren’t tripping people’s processed food detectors. Then the language used isn’t picking up on the processing (calling it wheat instead of flour).

a_shovel•6mo ago
Are we counting flour as ultra-processed now? Are we going to have a discussion on the ultra-processed diet of the medieval peasant?
Aurornis•6mo ago
My comment said higher processed. The enriched, bleached, white, non whole wheat flour is highly processed.

Putting it into bread products with flavor enhancing additives and shelf life enhancing preservatives like you see in the hamburger buns at the store would make it ultra processed.

> Are we going to have a discussion on the ultra-processed diet of the medieval peasant?

Are you intentionally missing the point? A medieval peasant processing whole wheat into flour and then making a recipe out of it without added sugar and preservatives is a lot less processed than modern white flour production that goes into hyper-palatable foods on the shelf.

The average pizza that kids or adults consume is not from fresh, hand-made flour like a medieval peasant. It’s from the industrial process and it generally has flavor enhancing additives (sugar). We’re talking Domino’s pizza for most people, not an artisanal handmade pizza with freshly ground flour.

llm_nerd•6mo ago
>It’s from the industrial process and it generally has flavor enhancing additives (sugar).

Just had to jump in on this. We have gotten way too accustomed to calling out sugar as a particular villain in stories like this, and it misses the forest for the trees. It makes it easy to think that removing sugar suddenly makes a product healthy. In the same way that we as a society went through that very foolish period where we thought "low fat" made a product healthy.

An average pizza dough for a large pizza has about 270g of 00 white flour. 75% of that flour is glucose chained into starches, or about 202g of glucose.

The same pizza dough will have around 1.5 tsp of sugar, or about 6g of sucrose. About 3g of that is glucose.

So in that pizza dough people will often shriek and point at the 3g of glucose courtesy of the sugar, blind to the fact that the flour added an enormous 202g of glucose. Glucose that will end up as blood glucose extremely rapidly (the body close to instantly cracks starches of refined flours into individual glucose molecules).

I've harped on here about this a lot, but sugar is simply not the big problem people think it is, at least relative to many diets where it is absolutely dwarfed by the glucose contribution of simple carbs. And to be extra clear, such a meal is perfectly fine if you're highly active and follow it up by a game of soccer or a hike or some other venture that uses that glucose to feed muscles. But for the average person it's followed by doing nothing, and their already insulin resistant body goes through trials to deal with the flood.

simmerup•6mo ago
It depends on the amount. In that example the sugar clearly isn't a problem, but if you're eating multiple donuts where you're getting 50g of sugar, then youre getting 25g of fructose.

And overloading your liver with fructose is linked to non-alcoholic fatty liver disease, visceral fat and inflammation - just like drinking alcohol

simmerup•6mo ago
The type of bread a peasant was eating was far, far different to the bread we eat today.
llm_nerd•6mo ago
Ignoring that medieval peasants were likely highly active and regardless had a short, brutish life, the flours at the time shared little in common with modern flours.

Medieval flour would have had the entire grain -- the bran, germ and endosperm -- ground into the resulting product. The product would be high in fibre and nutrients, and with a ratio of good fats as well.

Modern flour separates out just the starch endosperm and discards the rest, then refining it to an ultra digestible product.

Nutritionally the former is healthy. The latter is not great, especially for people with a caloric surplus and a sedentary lifestyle, where it's just a massive glucose blast as that flour is 75% almost immediately turned into blood glucose.

Milpotel•6mo ago
The article is abut "ultra-processed" food. It's fairly easy still to get non-UPF flour, mozzarella and tomato sauce at least in my country. Try the same with candy, ice cream, frozen pizza, cookies, fast food...
Aurornis•6mo ago
> The article is abut "ultra-processed" food.

I was responding to a comment that said “highly processed”.

Regardless, the mozzarella and tomato sauce purchased from the local store inside of a package or jar with long shelf life is likely to be ultra-processed.

Milpotel•6mo ago
Luckily, Mozzarella here only contains milk, salt, bacteria and rennet and many tomato sauces are free from UPF ingredients.
Aurornis•6mo ago
You can find the same here.

But discussing the best-case scenario where all ingredients are sourced perfectly is missing the point. When someone says pizza or hamburger they’re not talking about the theoretically optimal perfectly produced pizza to minimize processed food content, they’re talking about what people are really buying and eating.

Milpotel•6mo ago
> When someone says pizza or hamburger they’re not talking about the theoretically optimal perfectly produced pizza

I don't know what "garbawarb" meant with "basic pizza", a frozen one or pizza in general? I just argued that flour, mozzarella and simple tomato sauce are not the best examples for UPF.

JumpCrisscross•6mo ago
> it’s flour, which is a heavily processed wheat product

Regular flour is processed, not ultra processed. If it’s sweetened and laden with preservatives it’s ultra processed.

dinfinity•6mo ago
Just like the term "ultraprocessed foods" the term "sandwich" is very badly defined.

I can't determine whether the study differentiates between healthy home made sandwiches and junk food that contains some kind of "bread".

Milpotel•6mo ago
> healthy home made sandwiches

That would include baking your own bread which is not common in the US afaik.

jltsiren•6mo ago
Or just buying decent bread. The selection of breads in the average American supermarket seems pretty bad compared to what I was used to in Finland.
Milpotel•6mo ago
Unfortunately, getting "decent bread" is not as easy as it has been years ago even in countries having the best bread and largest variety in the world such as Germany, Switzerland, Austria, ... Many small bakeries started adding artificial ingredients to extend shelf life, shorten production time or replace expensive ingredients.
arp242•6mo ago
Pretty much anything you get in mainland Europe is still tons better than the vague bread-shaped organic matter they sell at supermarkets in Ireland or the UK. Seems to be an Anglo thing because my experience in New Zealand was similar (can't speak to the US though).

That doesn't mean you can't find decent bread even at supermarkets, but it's not the default and quite a lot more expensive. The main exception in Ireland is Lidl, which sells decent bread for a decent price.

Milpotel•6mo ago
> exception in Ireland is Lidl

Sorry but this is UPF bread and their rolls are sometimes made in China.

> sell at supermarkets in Ireland or the UK

At least in London there are many shops now that sell bread that at least looks like bread (Ole & Steen, Gail's, ...). I can't remember any ingredient lists, so likely UPF as well...

arp242•6mo ago
Lidl has a bakery that sells fairly decent sourdough and some other breads. Definitely not made in China. Obviously I didn't mean that every single product at Lidl is good.
Milpotel•6mo ago
> Lidl has a bakery that sells fairly decent sourdough

All Lidls that I know only have an oven and bake delivered dough pieces (produced all over Europa, China, ...) full of artificial enzymes, glucose syrup, ... Might look like mediocre sourdough bread but is closer to a sponge.

oblio•6mo ago
I imagine low quality burger meat contains a lot of stuff, not just lean muscle.
AJ007•6mo ago
Or even horse https://en.wikipedia.org/wiki/2013_horse_meat_scandal
Milpotel•6mo ago
Horse tastes fine and I'd prefer it over UPF crap all the time.
rsynnott•6mo ago
The _real_ scandal in that horse meat thing wasn't so much the fact that it was horse, but the fact that, clearly, the traceability system had utterly broken down.
senko•6mo ago
From the article:

> If the ingredients include artificial colors and chemicals that aren’t normally found in the kitchen, the item is likely ultra-processed.

Curious to see sandwiches included in the list (and the top "offender", no less). Home-made ones can be pretty healthy!

Edit to add: the study says:

> "Ultra-processed foods tend to be hyperpalatable, energy-dense, low in dietary fiber, and contain little or no whole foods, while having high amounts of salt, sweeteners, and unhealthy fats".

The study page also contains a more precise definition (using something called Nova classification).

Aurornis•6mo ago
Highly processed flour bun. Slice of highly processed cheese. Highly processed ketchup sauce on top.

An unprocessed slice of tomato and lettuce if you’re lucky.

Conversations about processed foods reveal a lot about how our perspectives have shifted so much. Something like a burger is stacked with highly processed items.

amelius•6mo ago
Why are we calling it processed foods when it is not necessarily the processing of the foods that makes it bad?
kristjank•6mo ago
Because a big majority of bad food is extensively processed.
AJ007•6mo ago
Corn syrup is just a vegetable?
amelius•6mo ago
Yeah, so don't call it a vegetable either if you want to focus on its nutritional defects.
buran77•6mo ago
Part of the processing is to add something harmful or remove something useful either as the target of the process, or as a byproduct.

I give you a tomato, that's unprocessed. I squash it a bit and maybe add some salt? That's processed. I boil the hell out of it and mix it with 30 other ingredients (like salt, sugar, flavoring, preservatives, other additives, etc.), especially in large quantities? That's heavily processed or above. As you can see, the processing is what made a tomato worse for the health.

The term is perfectly apt.

amelius•6mo ago
But there is a widely supported hypothesis that humans evolved bigger brains because they started to cook their food.

Hence "processed" is not necessarily bad. And thus the term, imho, is not suitable.

buran77•6mo ago
Not "necessarily", but "realistically". I think we need to start by clarifying what "processed" means from a practical (legal/commercial) perspective rather than common sense. What you call "processing" as a normal person, like boiling, frying, smoking, canning, fermenting, baking aren't necessarily even considered "processed" in the commercial sense. They're considered "preservation" (e.g. smoked fish) or "cookery" (e.g. bread). So almost every process that humans applied to food until the 19th-20th century was basic cooking and preservation, with a few exceptions of convoluted foods.

The modern interpretation of "processing" only begins at the next level. When the process has a lot more added steps and ingredients which in practice are almost guaranteed to be less healthy. But when we say "ultra-processed" it's guaranteed that it has significant health downsides. Ultra processed food has decreased nutritional content due to the processing, and high levels of unhealthy ingredients or components (like sugar, salt, trans fats, preservatives, and all kinds of other additives). Many ultra processed foods have more sugar, salt, or trans fats than they have the purported main ingredient. I'm just looking at a jar of "pistachio cream" that has 50% more sugar than pistachio.

So for all intents and purposes, in practice, processed food makes it less healthy and ultra-processed is synonymous with very unhealthy.

cpursley•6mo ago
What really amazes me is seeing little kids at the playground etc, walking around and eating things like Cheetos. Not only is this ultra-processed junk terrible for them, it's programming them bad habits (and manners) to just free feed and roam around like that. Is it any wonder why America is so fat and unhealthy and so many struggle with eating issues? You don't see this behavior nearly as often in Europe, Asia, etc and it should come at no surprise that those kids are more mature and have better self control over American kids.
vjvjvjvjghv•6mo ago
My casual observation is that a lot of Americans are obsessed with snacking. They can’t imagine going without food for a few hours.
Xenoamorphous•6mo ago
Honest question (and I’m not from the US), do you have kids?
Milpotel•6mo ago
Question as a parent: kids do need constant snacking now? I know some kids who do but they are overweight.
cpursley•6mo ago
Snacking is an American/Anglo world thing. As are terrible manners in general. Civilized people sit down and eat at the table, and that includes having their children do the same - even for snacks (there are some exceptions, of course). That also goes for devices at the table, either at home or restaurants (truly incredible that people abuse their children this way). Yes, I have very strong opinions on this as a father who's seen that there's another way called "being a parent".
JumpCrisscross•6mo ago
> Snacking is an American/Anglo world thing

It’s spreading. The notion that if a child is hungry the only solution is to feed them immediately.

vjvjvjvjghv•6mo ago
Exactly. People seem to think being hungry is not acceptable.
Xenoamorphous•6mo ago
As a spaniard, we had the concept of “merienda” way earlier than any globalisation happened.
vjvjvjvjghv•6mo ago
Merienda isn’t mindless snacking though.
vjvjvjvjghv•6mo ago
I don’t have kids but I was kid. We almost never had snacks. There were no parents that would bring snacks after soccer practice. You just ate what you got during regular meal times. And sometimes you would pack a sandwich.
llm_nerd•6mo ago
>They can’t imagine going without food for a few hours.

The best example of this phenomena is the movies. People start snacking the moment they enter and continue through the whole show, which is a conditioned response that theatres quite literally created -- normalizing that it's a "part of the experience" -- for revenue production.

Can people really not fathom going a couple of hours without stuffing their faces? It's bizarre.

I feel the same way about flying. It's amazing how demanding people are to be fed on even short flights, when the whole process is just annoying and overbearing.

vjvjvjvjghv•6mo ago
And both on flights and in theaters you are given the worst quality possible food.
cpursley•6mo ago
Huh? International flights generally have very good food.
vjvjvjvjghv•6mo ago
“Very good” is relative and I meant more the snacks you get on domestic flights.
i_am_proteus•6mo ago
Gentle reminder that while the US is somewhat more overweight than most of Europe, most of Europe is still pretty overweight!

72% overweight rate for US adults, 45-60% for most European countries.

https://genderdata.worldbank.org/en/indicator/sh-sta-owad-zs...

matsemann•6mo ago
That's a binary, right? Either you're overweight or you're not. What about the magnitude of the overweight? (Asking because I'm curious about the data, not because I necessarily disagree with you)
ViewTrick1002•6mo ago
Which excludes the massive difference in obesity. No Wal-Mart motorized shopping carts in Europe.

> The color-coded visualization shared by Brilliant Maps shows that in many U.S. states, obesity rates exceed 30 percent, with some surpassing 40 percent. Southern and Midwestern states, such as Mississippi and West Virginia, report the highest levels, while Western states like Colorado and Hawaii have comparatively lower rates, though still above most European nations.

> Comparatively, obesity rates in most European countries remain below 25 percent, with some nations, particularly in Southern and Western Europe, reporting levels under 15 percent.

https://www.newsweek.com/map-reveals-obesity-rates-us-compar...

lemoncookiechip•6mo ago
Ultra-processed doesn't automatically mean unhealthy. It's what it's made of and how it's processed, and the quantities you ingest that can make it unhealthy, just like some unprocessed foods can still be unhealthy depending on what they are.

Whole grain cereal with low sugar contents fall under ultra-processed, and it could still be more nutritious and less sugary than freshly squeezed OJ.

vjvjvjvjghv•6mo ago
It doesn’t necessarily mean unhealthy but in reality there is a very strong correlation between food being processed and having too much sugar, salt , fat or other stuff. A lot of these foods are designed for addictiveness .
lemoncookiechip•6mo ago
It depends on the classification system, but yes, whole grain cereal with added sugar and preservatives for shelf-life is often classified as ultra-processed.

That said, I think framing all UPFs or processed foods as "bad" misses the point. What really matters is the nutritional value of the food itself. A food being ultra-processed doesn’t automatically make it less healthy than a minimally processed one.

We should focus more on what’s actually in the food: the sugar content, fiber, protein, fat, micro-nutrients, rather than just whether it’s been processed or not.

TLDR: It's the label telling what is in the food that matters, not the processes it underwent, although that can be VERY helpful for certain people who value how their food is made for moral/ethical/health reasons.

vjvjvjvjghv•6mo ago
"That said, I think framing all UPFs or processed foods as "bad" misses the point. What really matters is the nutritional value of the food itself. A food being ultra-processed doesn’t automatically make it less healthy than a minimally processed one."

Figuring out which ultra processed foods are ok and which ones aren't is very difficult and can be manipulated. I think it's much easier to avoid that stuff and cook from scratch.

fundad•6mo ago
This podcast had an excellent discussion of how “ultraprocessed” means whatever authors want. It seems like people who pay for expensive maple syrup, oils, tallow and butter are put on some pedestal and everyone else lives under the cloud of “ultra” something.

https://www.buzzsprout.com/1411126/episodes/17271368

Milpotel•6mo ago
I'd recommend "Ultra processed people" be van Tulleken. He references the relevant studies, doesn't try to convince you to change your diet but gives enough food for thought. ;)
arccy•6mo ago
but that food for thought has been processed by others already...
atombender•6mo ago
I've not listened to the podcast, but please note that processed/ultraprocessed have formal definitions that are followed by many studies.

These are the NOVA classifications, where processed and ultraprocessed are groups 3-4 respectively. These definitions have evolved over time [1], which means that it can be confusing to read different studies, when the formal definitions have changed after publication. So the best thing is to ignore the "ultraprocessed" category as a general term and instead read what the methodology was in any given study.

What researchers mostly don't do is lump all sorts of things into an undefined bucket of whatever processes and ingredients they think are unhealthy that day. This is what pop-sci media does, and may be what the podcast is railing does. But studies on ultraprocessed foods tend not to do this.

[1] https://pmc.ncbi.nlm.nih.gov/articles/PMC6389637/

simmerup•6mo ago
Whole grain cereal with sugar would be classed as 'processed' food as I understand it.

Examples of processed food:

> Canned or bottled vegetables and legumes in brine; salted or sugared nuts and seeds; salted, dried, cured, or smoked meats and fish; canned fish (with or without added preservatives); fruit in syrup (with or without added anti-oxidants); freshly made unpackaged breads and cheeses.

https://openknowledge.fao.org/server/api/core/bitstreams/527...

aitchnyu•6mo ago
IME "Processed" in popular usage means "ultraprocessed" so the "your bread is processed haha" people are muddying the waters.
Aurornis•6mo ago
Conversations about processed, heavily processed, and ultra-processed foods always trigger people who recognize that it’s an imperfect measure. It should be interpreted as a heuristic, not a perfect 1D measure of a food’s healthiness.

As a heuristic it correlates quite well to many measures. The more someone’s diet falls on the ultra-processed end of the spectrum and the less they eat of unprocessed foods, the higher the rate of health problems.

A simple example of the effects of processing would be considering an apple: Eating a whole apple is the healthiest because you consume all of the fiber and the digestion process is slowed because you have to break it down. Crushing it into something like apple sauce preserves much of the structure but now it absorbs faster and it’s easier to overeat it before your body can recognize it’s full. Processing it further to apple juice removes the fiber and now makes it spike your blood sugar and it’s easy to consume a lot of sugar.

Ultra processed would take this even further, packaging it in a container with added sugar and some preservatives for shelf life. This is where it enters kids (and adults) diets, where it is far removed from the unprocessed Apple it started as.

jimlawruk•6mo ago
Fiber is also beneficial for the "good" gut bacteria, as it feeds on fiber. Fiber also binds to your LDL "bad" cholesterol in the digestive system and helps to eliminate it.
kingstnap•6mo ago
It triggers people because it's dumbing down something to the point of near uselessness. It's very much similar to the nonsense that is telling people not to eat "chemicals."

Congrats, you found an example involving a basic item that works. I suppose that means something, and now people should go drink unpasteurized milk and RFK Jr. was right all along.

The reason telling people not to eat chemicals is dumb is precisely because you lose the richness of the structure of the argument by taking the category of chemicals and casting them all in the same 1 dimension. Like saying, "Pharmaceuticals are dangerous."

Proponents of the dumbing down basically suggest just memorizing all the counter examples. Congratulations, you successfully reduced the problem of recognizing junk food down the problem of recognizing junk food. I'll avoid processed food except the processes that are good, like baking bread instead of eating raw flour, and it's good when it is bread but bad when it's cookies.

In reality, the measures that people need to legitimately follow aren't actually all that complex. You don't need to reduce it down to one dimension. You would be much better off if you just kept track of these 3 or 4 dimensions.

1. How many calories do you eat in a typical day. 2. How satiated they are after a reasonable number of calories. 3. If they aren't pooping well, eat more fibre. 4. If you really want to get nerdy about it, track macros.

Doing so isn't actually all that complicated. In fact, I don't think a lack of knowledge or recognition of the issues in their diets is the issue. It's really the harsh reality that people struggle to manage the vices they already are fully aware of, and telling them about the dangerous of "processed" foods doesn't meet this issue in any way.

Aurornis•6mo ago
This is a bad characterization of the processed food scale which suggests you haven’t actually read any of the research or the processed food criteria, you’re just assuming what it means.

Equating the research to RFK Jr is a strange attack, given that this is actual research that you’re dismissing and replacing with your own idea that you can sense if your food is healthy by some arbitrary criteria you came up with.

It’s also ironic that you dismiss it as a dumbing down and then propose your own extremely reductive criteria as a replacement which completely misses the issues being studied. It’s possible to have a eucaloric diet and eat enough fiber while also having significant negative health effects ranging from glycemic control issues to rapidly progressing cardiovascular disease.

amelius•6mo ago
But in your examples you might as well say "low-fibre" instead of "ultra-processed" and you would be closer to the truth.
randomcarbloke•6mo ago
>The more someone’s diet falls on the ultra-processed end of the spectrum and the less they eat of unprocessed foods, the higher the rate of health problems.

False, based publicly available data, even data pushed by the UPF cultists there is no correlation between UPF consumption and 'Life Expectancy at Birth', 'CVD Deaths per 100K', 'Heart Disease Deaths per 100K', 'Cancer Incidence Rate per 100K', 'Stroke deaths per 100k', '%age Population with High Blood Pressure ISCED standard', 'Mean Systolic Blood Pressure (mmHG)', or shockingly 'BMI'.

In fact, in some cases there is an anti correlation such as life expectancy, now it would be absurd to suggest UPFs increase longevity of course but the reality is richer countries eat more processed foods and richer countries live longer.

Aurornis•6mo ago
This is completely false and easily refuted. I don’t understand how you’re calling the processed foods research a “cult” while also making sweeping claims without any sources.

https://www.bmj.com/content/384/bmj-2023-077310

> Overall, direct associations were found between exposure to ultra-processed foods and 32 (71%) health parameters spanning mortality, cancer, and mental, respiratory, cardiovascular, gastrointestinal, and metabolic health outcomes. Based on the pre-specified evidence classification criteria, convincing evidence (class I) supported direct associations between greater ultra-processed food exposure and higher risks of incident cardiovascular disease related mortality (risk ratio 1.50, 95% confidence interval 1.37 to 1.63; GRADE=very low) and type 2 diabetes (dose-response risk ratio 1.12, 1.11 to 1.13; moderate), as well as higher risks of prevalent anxiety outcomes (odds ratio 1.48, 1.37 to 1.59; low) and combined common mental disorder outcomes (odds ratio 1.53, 1.43 to 1.63; low). Highly suggestive (class II) evidence indicated that greater exposure to ultra-processed foods was directly associated with higher risks of incident all cause mortality (risk ratio 1.21, 1.15 to 1.27; low), heart disease related mortality (hazard ratio 1.66, 1.51 to 1.84; low), type 2 diabetes (odds ratio 1.40, 1.23 to 1.59; very low), and depressive outcomes (hazard ratio 1.22, 1.16 to 1.28; low), together with higher risks of prevalent adverse sleep related outcomes (odds ratio 1.41, 1.24 to 1.61; low), wheezing (risk ratio 1.40, 1.27 to 1.55; low), and obesity (odds ratio 1.55, 1.36 to 1.77; low).

I’m amazing how anti-science this conversation always becomes on HN, with those who don’t understand the research claiming to have the scientific upper hand.

vorpalhex•6mo ago
Any system that can't tell the difference between a nutrigrain bar (which is a candy bar basically) and a turkey sandwich (which is fine) is gimped and useless and no longer has value.

Even your apple example is lacking! There's a difference between unsweetened apple sauce which is crushed and the most common applesauces which have juice and sugar added.

mc32•6mo ago
Here is where Robert can come in and do something good by disincentivizing ultra-processed foods with the tools he has available at the FDA. Sure, getting bad color ingredients out is good --now go for the gusto and disincentivize ultra-processed foods.
shigawire•6mo ago
He could, but he's more focused on decreasing vaccine usage.
evaXhill•6mo ago
The quantity & quality of a child's diet determines how fast they age & their health later in life, its just crazy that US children now get 2/3rds of their energy from ultra-processed foods that are designed to be hyper-palatable & maintain hunger. Unfortunately, there’s just a lot of misinformation out there as it relates to diet (food pyramid being one of the most egregious examples). For one, although most ultra processed foods are bad, some can be actually beneficial for those with medical issues.
a_shovel•6mo ago
"Ultra-processed food" is the new term for "junk food" for people who thought it needed three more syllables.

They're both vague you-know-what-I-mean terms, and don't have any place in research papers, which really ought to be asking more specific questions. Are ultra-processed foods bad for you? You might as well ask whether "yucky foods" are good for you, or what the health effects of "appetizers" are.

If you want to know if white bread or artificial colors or emulsifiers are unhealthy, ask that question directly instead of using this vague proxy category.

Aurornis•6mo ago
> They're both vague you-know-what-I-mean terms, and don't have any place in research papers

This is false. There are specific criteria for these categories in the research papers.

It’s also acknowledge that it’s not a 100% perfect objective all-encompassing measure, but it is a very good heuristic.

I don’t know why some people read a headline and think they know more about the topic than the research papers (which they clearly also have not read)

atombender•6mo ago
This is false. Research papers use formal definitions of what ultraprocessed means. The most common classification criteria are called Nova [1].

[1] https://en.wikipedia.org/wiki/Nova_classification

a_shovel•6mo ago
I am aware of the Nova classification. "Vague" was the wrong word for me to use. "Overly broad" is probably closer to what I mean. Just read Group 4's definition. If "ultra-processed" can mean a million different things, then it doesn't matter that you've precisely defined all the things it can mean, your study will still be conflating a million independent variables.

If you think emulsifiers are unhealthy, conduct a study on emulsifiers. If you think the absence of Nova group 1 foods is unhealthy, study that. I am questioning the value of studying foods with emulsifiers OR no group 1 ingredients OR added sugar OR were extruded OR were moulded OR which have "sophisticated packaging" OR have fruit juice concentrates OR hydrogenated oils OR etc. etc. etc., as if they formed a single scientifically meaningful group.