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if it actually compiles real C correctly, it's pretty impressive. The C standard is a total mess.

Yet we have gcc and clang navigating that mess. From which Opus 4.6 was able to take inspiration.

those gross profit margins aren't that useful since training at fixed capacity is continually getting cheaper, so there's a treadmill effect where staying in business requires training new models constantly to not fall behind. If the big companies stop training models, they only have a year before someone else catches up with way less debt and puts them out of business.

Only if training new models leads to better models. If the newly trained models are just a bit cheaper but not better most users wont switch. Then the entrenched labs can stop training so much and focus on profitable inference

If they really have 40-60% gross margins, as training costs go down, the newly trained models could offer the same product at half the price.

Well thats why the labs are building these app level products like claude code/codex to lock their users in. Most of the money here is in business subscriptions I think, how much savings would be required for businesses to switch to products that arent better, just cheaper?

I think the real lock-in is in "CLAUDE.md" and similar rulesets, which are heavily AI specific.

Why would they be heavily "AI specific", when we're being told these things are approaching AGI and can just read arbitrary work documents?

the majority is likely in radio waves and the inter satellite laser communication

Inter sat comms cancels out - every kw sent by one sat is received by another.

It doesn't, because the beams are not so tight that they all fall on the target satellite, and not all of that is absorbed :P

> A Starlink satellite uses about 5K Watts of solar power. It needs to dissipate around that amount (+ the sun power on it) just to operate.

This isn't quite true. It's very possible that the majority of that power is going into the antennas/lasers which technically means that the energy is being dissipated, but it never became heat in the first place. Also, 5KW solar power likely only means ~3kw of actual electrical consumption (you will over-provision a bit both for when you're behind the earth and also just for safety margin).


It's used fairly frequently (e.g. in turning 64 bit division into multiplication and shifts).

This isn't a problem for evolutionary theory. It's literally a necessary prediction of it. Most recent common ancestor of humans and chimps is 5-10 million years ago. Since we have observed tool usage in modern chimps and lots of very complicated tool use in humans, the necessary prediction is that some amount of tool use goes back at least ~5-10 million years, with increased complexity roughly tracking with the continuous increase in braincase size.

Being in a common ancestor is certainly compatible with evolution but it's not necessary because it could have evolved independently in each branch.

if it were only 2 primates that's a plausible explanation, but when it's pretty much every simean using tools, and all the old world apes making tools, it's pretty hard to argue for convergent evolution rather than a trait that exists ancestrally.

> then there are the intentional burials from millions of years agoby a tiny hominum in SA, deap in a cave complex that requires extream cave crawling to get into

This is very heavily disputed and very much not consensus opinion. (see https://en.wikipedia.org/wiki/Homo_naledi#Possible_burials and https://www.sciencedirect.com/science/article/abs/pii/S00472...)


> Wait hang on, would they "control" file by finding natural sources (volcano, lightning strike wildfire, etc.) and then make use of that source for controlled sources of light/heat/etc?

Pretty much. Being able to transfer/build a fire is a lot easier than starting one. Fire starting requires bow/flint&steel and a lot of patience. Control basically means using simple torches to transfer fire from one place to another (where the initial source is either lightning/wildfire or embers of a previous fire).


Some very recently published research (Dec 2025) claims evidence of fire starting among homo neanderthalensis. This would push back fire starting know-how (not only control) from 50k to 400k years ago. Cool stuff!

[1] https://www.nhm.ac.uk/press-office/press-releases/groundbrea...


Even today there's plenty of non humans (and non-primate) tool use https://en.wikipedia.org/wiki/Tool_use_by_non-humans.

In terms of tools by homonins, there is a roughly ~3million year history of stone tool use by various species, and the main thing preventing that date from being pushed further back is the difficulty in discerning between stones that have been shaped intentionally and those shaped by natural forces.


We have 3.3 million year old stone tools https://www.nature.com/articles/nature14464. They're very simple (even more so than the Oldowan stone tools https://en.wikipedia.org/wiki/Oldowan) and basically just look like rocks, but there is clear evidence of intentional shaping by hominins (somewhere in the fuzzy late Australopthis/early homo transition).

Thanks for these sources. Archeology definitely is a big known unknown for me, so even getting started reading basic info about this is rough. I appreciate the links and terms.

This youtube channel: https://www.youtube.com/stefanmilo has a lot of good stuff. I don't know enough to know where he's right or wrong, but provides entry points for to looking more into it.

I have gone down a couple rabbit holes based on his videos and while it seems like he's occasionally gotten some facts wrong or misunderstood an argument, I'm pretty confident he's doing a decent job accurately representing the archaeology.


Awesome. I've watched plenty of Miniminuteman (Milo Rossi) videos, but his tend to be more pop-sci/debunking outrageous claims and less foundationally educational. I'll check this channel out too.

David Miano and Flint Dibbles channels are also great. Both educational and debunking.

https://www.youtube.com/@worldofantiquity

https://www.youtube.com/channel/UC27vDmUZpQjuJFFkUz8ujtg


you can get a lot of good resources here (https://humanorigins.si.edu/education/recommended-books) specifically "The Botanic Age" is about this, challenges the stone based representation and goes into how it was probably a lot of wood and other materials that would rot away etc.

Milo is great! Stefan Milo is also a great resource on youtube, i also really enjoy a youtuber called Fig Tree. there is a lot of good educational stuff on early humanity and early civilizations out there!


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