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TOSTracker – The AI Training Asymmetry

https://tostracker.app/analysis/ai-training
1•tldrthelaw•1m ago•0 comments

The Devil Inside GitHub

https://blog.melashri.net/micro/github-devil/
1•elashri•1m ago•0 comments

Show HN: Distill – Migrate LLM agents from expensive to cheap models

https://github.com/ricardomoratomateos/distill
1•ricardomorato•1m ago•0 comments

Show HN: Sigma Runtime – Maintaining 100% Fact Integrity over 120 LLM Cycles

https://github.com/sigmastratum/documentation/tree/main/sigma-runtime/SR-053
1•teugent•1m ago•0 comments

Make a local open-source AI chatbot with access to Fedora documentation

https://fedoramagazine.org/how-to-make-a-local-open-source-ai-chatbot-who-has-access-to-fedora-do...
1•jadedtuna•3m ago•0 comments

Introduce the Vouch/Denouncement Contribution Model by Mitchellh

https://github.com/ghostty-org/ghostty/pull/10559
1•samtrack2019•3m ago•0 comments

Software Factories and the Agentic Moment

https://factory.strongdm.ai/
1•mellosouls•3m ago•1 comments

The Neuroscience Behind Nutrition for Developers and Founders

https://comuniq.xyz/post?t=797
1•01-_-•3m ago•0 comments

Bang bang he murdered math {the musical } (2024)

https://taylor.town/bang-bang
1•surprisetalk•3m ago•0 comments

A Night Without the Nerds – Claude Opus 4.6, Field-Tested

https://konfuzio.com/en/a-night-without-the-nerds-claude-opus-4-6-in-the-field-test/
1•konfuzio•6m ago•0 comments

Could ionospheric disturbances influence earthquakes?

https://www.kyoto-u.ac.jp/en/research-news/2026-02-06-0
1•geox•7m ago•0 comments

SpaceX's next astronaut launch for NASA is officially on for Feb. 11 as FAA clea

https://www.space.com/space-exploration/launches-spacecraft/spacexs-next-astronaut-launch-for-nas...
1•bookmtn•9m ago•0 comments

Show HN: One-click AI employee with its own cloud desktop

https://cloudbot-ai.com
1•fainir•11m ago•0 comments

Show HN: Poddley – Search podcasts by who's speaking

https://poddley.com
1•onesandofgrain•12m ago•0 comments

Same Surface, Different Weight

https://www.robpanico.com/articles/display/?entry_short=same-surface-different-weight
1•retrocog•14m ago•0 comments

The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
2•Brajeshwar•18m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
3•Brajeshwar•19m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
2•Brajeshwar•19m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•22m ago•1 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
2•righthand•25m ago•1 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•26m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•26m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
3•vinhnx•27m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•32m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•36m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•40m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•42m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•43m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
5•okaywriting•49m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•52m ago•0 comments
Open in hackernews

Chicken Eyeglasses

https://en.wikipedia.org/wiki/Chicken_eyeglasses
147•thomassmith65•8mo ago

Comments

thomassmith65•8mo ago
I looked this up after hearing about them on ABC's If You're Listening podcast: https://abc.net.au/listen/programs/if-youre-listening/skunk-...
MaDeuce•7mo ago
And contact lenses too. A HBS case study I remember from grad school:

"Optical Distortion, Inc" A new product, contact lenses for chickens, is to be introduced by a small firm formed to market the product. An entry strategy must be planned including price, sales force, size, and location. Allows data for computation of economic benefit to farmers. Includes state-by-state chicken population data for planning a rollout sales program.

https://www.hbs.edu/faculty/Pages/item.aspx?num=17120

conradev•7mo ago
Looks like he actually tried it:

  But some ideas cannot be crushed by bankruptcy and the dream of providing lenses to all of America’s hens was carried on by the son of one of Vision Control Inc.’s founders, a young Mr. Randall Wise. Wise, a Harvard Business school graduate and former nautical shipping consultant, used the millions he made from selling his software company to establish Animalens, Inc.

 Instead of pecking at each other (success!), the hens were now pecking at the air, rubbing their eyes repeatedly on their wings, and suffering from corneal ulcers and ruptured eyes.
https://www.vice.com/en/article/chickens-wore-sunglasses-ind...
ortusdux•7mo ago
A friend had a job in the 70's at a research lab, and one of their duties was to use a hot iron to curl the beaks of each incoming batch of chicks, to help prevent pecking. They called the tasking "giving the chickens lips". I like the glasses solution a bit better.
WastedCucumber•7mo ago
I don't get it though - how does this help prevent pecking? The only reasoning seems to be in the 1911 article, where it suggests they're made to protect the chickens' eyes.
07d5602d5e488e3•7mo ago
end of the first paragraph

> the coloring was thought to prevent a chicken wearing them from recognizing blood on other chickens, which may increase the tendency for abnormal injurious behavior

Levitating•7mo ago
> One variety used rose-colored lenses, as the coloring was thought to prevent a chicken wearing them from recognizing blood on other chickens

So that's only relevant tot the rose-colored variant.

I think the answer lies in this quote right above it:

> They differ from blinders in that they allow the bird to see forward, whereas blinders do not.

Where "blinders" is a hyperlink to an article concerning blinders for chickens.

That article has a piece comparing blinders to spectacles:

> Blinders work by reducing the accuracy of pecking at the feathers or body of another bird, rather than spectacles which have coloured lenses and allow the bird to see forwards but alter the perceived colour, particularly of blood.

But this again only refers to the coloured lenses, which in the article was said to be a variant.

So my understanding is that both blinders and spectacles work by restricting the vision of the bird but the spectactles additionally had a rose-colored variant.

b112•7mo ago
You must have missed this in the wikipedia page, but they're hinged.

So when they look down (which for a chicken means bending their neck), they can see the ground and their feed.

When looking ahead, their vision is obscured and blurry, opaque, so they won't attack or eat other chickens.

(the red is an additional option)

Levitating•7mo ago
Ah, interesting!
smusamashah•7mo ago
I can not find pictures of chicken wearing those particular glasses depicted in this Wikipedia article.
CompoundEyes•7mo ago
This made my day.
wormius•7mo ago
We owned this game growing up: https://magisterrex.wordpress.com/2010/04/13/the-best-classi...

It has those goggles in it. Still remember fondly to this day (not the game, the chicken goggles).

kylecazar•7mo ago
Well, I know more about abnormal injurious behavior in birds than I did an hour ago
WD-42•7mo ago
The fact that this article doesn’t include any images of chickens wearing said goggles is an injustice.
Aloisius•7mo ago
https://www.lazerhorse.org/wp-content/uploads/2016/10/Cannib...
herval•7mo ago
Looks cooler than I expected!
heckelson•7mo ago
this is a dapper looking chicken!
FirmwareBurner•7mo ago
Dope drip. Missing a cigarette and a leather jacket.
ErigmolCt•7mo ago
You almost want to laugh, but then you remember this was meant to fix a system that pushed animals so hard they turned on each other.
dvh•7mo ago
I had a theory, long supported by things like astatine, quantum computing or graphene, that if top-right Wikipedia image doesn't contain photo then the subject is either not real or not practical.
wat10000•7mo ago
Neither “arithmetic” nor “algorithm” have photos.
junga•7mo ago
Q. E. D.
dvh•7mo ago
Well obviously this is about physical things. If you search "boron" or "ram" there will be a picture in top right corner.
wat10000•7mo ago
Quantum computing is an abstract idea, not a physical thing.
raptorraver•7mo ago
Nowadays they do the same using red lights in industrial egg production, if pecking becomes a problem in a flock.
tomcam•7mo ago
Chickens are hilarious and surprisingly adorable. All plans of eating ours went right out the window when I brought home the first wave of day-old chicks.

They can be very mean to each other. “Pecking order” is literally true and the results can be heartbreaking. Ours have never pecked each other’s eyes, thank heaven, but I’m guessing most of that is from the roosters, not the hens. Roosters can get disgustingly rapey and have to be separated from the hens, who can get seriously injured during the mating process.

natmaka•7mo ago
I heard from someone who raised chicken that they are way more agressive towards each other when their diet lacks adequate proteins.
eMPee584•7mo ago
Low Protein intake => low neurotransmitter levels => lower emotional balance / control is a causal chain I've learned about a few years ago from a therapist named Julia Ross who treated thousands of patients with this insight and published three books about it, the most recent one (The craving cure) being a comprehensive practical resource about this phenomenon. It seems to be a major factor in depression, addiction, obesity, and dysfunctional social behaviour.. and little surprise it affects chicken, too.

In my view, we have massive problems (child brain development, social problems) in the world because of protein scarcity, as capitalism excels providing everyone with ample cheap carbs but cheap sustainable protein, not so much. I dream of open source bioreactors for algae (spirulina etc) too boost availability of Protein & Omega 3 (which is another hugely undersupplied nutrient, esp. in non-coastal regions and as appetite for sunflower-fried batter goes up, because Omega 6 cancels out 3).. here in Dresden, we have a small start-up https://algenwerk.de that is trying to commercialize it but the cost really has to be brought down a lot, rn one jar is about 8€ for some green goo that tastes like nothing, but it has potential and they are a talented team.

dillydogg•7mo ago
I'm no dietitian, but for the "cheap, broadly available protien" I think beans and lentils fit the bill. I do not know if they are sustainable, which you mention as a requirement in your post, but surely plant based is more sustainable than meat.
dyauspitr•7mo ago
>disgustingly rapey

This anthromorphization is deeply annoying. What next? Turtles don’t care about age of consent?

bowsamic•7mo ago
We have indoor rabbits and our boy rabbit often mounts the female one (they are both neutered). What else is there to call it but rape? He mounts her, she rejects it and runs away, he insists, eventually she has enough and they have a fight. It’s basically impossible to not call it rape
mc32•7mo ago
It’s mating behavior. The don't have the concept of rape. They don’t have peers who punish them for this behavior. It all instinct and nothing else.
bowsamic•7mo ago
It doesn't matter if they have a concept of it, I'm talking about our concept of it, and their behaviour accords to that concept
quesera•7mo ago
Zero chickens are aware of human concepts of order.

You might as well rail against clouds for forming, or rain for falling.

bowsamic•7mo ago
Agreed, of course
quesera•7mo ago
It's a loaded word though, with psychological and social implications that far exceed the simple description of the act. Absent the psychology and society, what is it? Obnoxious dominant behavior, maybe.

But in context, is it even obnoxious or is that just humans having opinions again? The hens don't appear to love it, but they don't like being rained on either. And just like being caught in a rainstorm, they shake themselves off, and get on with their day. Is this OK? I don't know, but it's thoroughly normal and necessary for species survival. Hens do not go into heat or have sex drives, so the hen will never initiate or encourage sex. So all chicken mating is nonconsensual. What does consent even mean here? Yet they survive as a (now domesticated) species.

Similarly, is it "murder" when a coyote eats a chicken? Maybe, but only if we're anthropomorphizing. Really it's just predation. It sets off our moral triggers, but it's an essential function of life -- and for that matter, we do it too and rarely feel bad about it.

dyauspitr•7mo ago
Yes, essential all procreation in the wild amounts to rape. Most procreation involves dazzling the female for a few seconds so they can get close enough to rape them. Frankly anything that isn’t rape is abnormal.
rendall•7mo ago
I was a tourist in Athens once. Adjacent to the Presidential Mansion is the National Garden, quite lovely. At the time it had a miserable little zoo. In one of the cages was a pair of bedraggled hens. Their backs were entirely bare of any feathers. The reason they were bedraggled and bare was because they were locked in with a rooster. That rooster would mount and rut with them every four seconds or so, all day long, every day. It was one of the most cruel and grotesque tableus I've ever seen.
spookie•7mo ago
That's normal rooster behaviour even when free range. Farmers separate them most of the time.
edm0nd•7mo ago
nature is cruel.

if you think about it, most animals die fucked up deaths and end up starving, injured, or being torn apart by a predator.

rendall•7mo ago
That was not nature. That was a human who made the decision to keep those birds penned up together.
dyauspitr•7mo ago
Most creatures pretty much procreate by rape.
rendall•7mo ago
This you?

https://news.ycombinator.com/item?id=44280898

IAmBroom•7mo ago
Do you raise any livestock?
rendall•7mo ago
I don't. I help around a friend's horse farm sometimes.
dyauspitr•7mo ago
I’m making my point that virtually all procreation is rape so calling it rape seems silly.
rendall•7mo ago
Hmm. You know this reveals more about you than it does about "nature", right? If you're serious, I suggest sincerely that you see a therapist, and not allow yourself to be alone with women (or otherwise whomever you are attracted to) until you get the ok. Your outlook is likely to lead to trouble for you and others.
dyauspitr•7mo ago
Well sure but that’s normal behavior.
IAmBroom•7mo ago
I've raised meat rabbits. Screaming and bloodletting fights are a part of the clearly nonconsensual mating process.

Or there's dolphins, who will use the threat of drowning to force mating. Waterboarding females for sex.

It's not anthropomorphization. Nor "anthromophization".

dyauspitr•7mo ago
Non consensual doesn’t mean anything to any animal.
uncircle•7mo ago
> Chickens are hilarious and surprisingly adorable.

They are, but also extremely dumb. I always think of Herzog's rant about chickens and their stupidity.

As they are literal dinosaurs, the terrifying aspect of gigantic carnivore sauropods with the "intelligence" of a chicken has never been properly depicted in movies.

miohtama•7mo ago
Is the driver of behaviour having too many chickens packed in too small space?
chmod775•7mo ago
No. Chickens have a tendency to gang up on sick and injured chickens and quite literally peck them to death.

This has been observed long before we started cramming them into tiny spaces, but it certainly doesn't help.

spookie•7mo ago
As a rural guy can confirm.

Also, the males, become quite agressive past 4 months of age. They also grow sizeable spurs hard as nails, usually these are trimmed if you have more than one rooster. Roosters will attempt to kill chicks occasionally, although they usually do a great job protecting them from predators. They are able to scare foxes sometimes :)

Aardwolf•7mo ago
The article talks in the past tense, but doesn't mention what it got replaced with.

Searching for it reveals pink plastic chicken glasses for sale today, so they still seem to exist. Or maybe those are blinders instead

FiddlerClamp•7mo ago
I remember these! A board game I played as a kid in the 1970s, "The Inventors," had chicken eyewear protection as an invention.

Pic available at: https://boardgamegeek.com/image/817261/the-inventors

hermitcrab•7mo ago
Alternatively, we could treat fellow sentient beings with a bit of empathy and respect and not cram thousands of them into an artificial environment. Then we wouldn't have to cram them full of antibiotics, cut their beaks off and make them wear 'cute' glasses.
KetoManx64•7mo ago
Don't buy eggs/chickens from companies that treat them like that. Buy from local farms or eggs labeled as pasture raised while grocery shopping. You're not supporting the awful conditions and also getting eggs that have more nutrition content/egg.
goda90•7mo ago
Maybe there's a negative I'm not aware of, but I personally look for pasture raised eggs that are certified by this organization: https://certifiedhumane.org/

I can often find them for only $2 more a dozen than the cheapest option.

jedimastert•7mo ago
I love humanely and ethically raised chickens, but let's not pretend they aren't dumb as rocks. The happiest chickens in the world with all the pasture and food in the world will still fight each other for no other reason than "because". Admittedly a lot less but still happens
BriggyDwiggs42•7mo ago
It’s not a refutation though. Dumb doesn’t seem to preclude suffering in humans; I’d assume chickens can still have a bad time.
hermitcrab•7mo ago
We don't live in a perfect world, and we never will. But that isn't a good excuse not to try to do better.
munchler•7mo ago
Agreed, but the logical conclusion of that line of thought is veganism, which, ironically, would mean the extinction of farmed chickens entirely. (And I think most ethical vegans would be OK with that.)
hermitcrab•7mo ago
I don't think so. You could simply mandate more space per chicken, access to natural light and other improvements. It would make chicken and eggs more expensive. But I am ok with that.
munchler•7mo ago
I don't think there's any version of factory farming that's consistent with your stated desire to treat chickens with empathy and respect. We'd have to revert to being an agrarian society.
hermitcrab•7mo ago
There is a whole continuum between massive intensive factory farming and boutique organic farms.
collingreen•7mo ago
This is an interesting comment! There are a few implications tucked together here that made me think.

Forgive me if I'm missing your intent(s) but the way I'm reading your comment it seems to be implying "the logical conclusion of that line of thinking is a worse situation so the logic is wrong or should be ignored".

Which implies that not being extinct is the most important thing even if life is completely suffering.

(It also implies a false dichotomy where the only two options are the horrible suffering of modern factory farming or extinction, with no options in between.)

I have an earnest question about your opinion, without casting any judgement or gotchas about any real world complicated situations:

In a hypothetical world where horrible factory farming is the only possible life for these chickens (the ONLY alternative is extinction) do you think it is worse to keep the system going than letting them go extinct? I think that's the intent in your comment and, if so, would you mind sharing a bit more about why you think that?

munchler•7mo ago
Yes, I think the subjective value of life for chickens in a factory farm is negative, so the most ethical outcome would be to stop breeding them, at which point they would presumably go extinct.

I’m not a vegan myself, but I have several vegans in my life, and I believe this is a common viewpoint in the vegan community.

hermitcrab•7mo ago
Chickens predate factory farming. Why would they stop existing without factory farming?
munchler•7mo ago
In the future I’m describing (“empathy and respect for sentient beings”), people would stop eating chickens, so they would no longer be bred.

Also, modern chickens are much larger than their ancestors from even 50 years ago as a result of the efficiencies of factory farming, so I would question the premise of your question.

hermitcrab•7mo ago
You have heard of eggs? ;0)
collingreen•7mo ago
That argument makes sense to me. Where does it become ironic?
ErigmolCt•7mo ago
Industrial farming often feels like it's trying to engineer around the symptoms of a problem it refuses to solve at the root
ErigmolCt•7mo ago
The idea that we once mass-produced rose-tinted chicken glasses to curb pecking violence is peak “solutions in search of a problem” energy - but also a fascinating glimpse into pre-industrial animal welfare hacks.
gweinberg•7mo ago
This was one of the the wacky inventions featured in Parker Brothers' Inventors board game. As I recall the game itself wasn't very good, no real strategy. At the time I thought the parachute hat was most likely to actually prove useful, but I was a kid, this was like 50 years ago.