SGD generates a stronger learning signal,is more efficient, and scales better. Using it end-to-end makes it stronger yet.

Yet somehow mixing in a weaker blunt evolution stage improves the result?

can the browser connect to a server to offload heavier calculations?

The pack/container is (over?) designed for fire suppression and humidity control

CATL and also CALB have specific marine-grade product lines

At sea - even at full power - the packs discharge relatively slow

(scaling to 100s-1000s of units)

What is a current (pun!) practical limit?

If a 100MW PV farm and a data center are separated by 1km (20 Olympic pools) - is there a way to avoid AC?

I know there are future solutions [1]

[1] https://techcrunch.com/2025/04/07/former-tesla-exec-drew-bag...

This is both wrong and off topic.

Israel health care is funded by a 5% additional income tax tier. non working people pay a significant fixed annual fee.

University is not free. $5K for the public institutions - which have limited admissions. $10K for many of the spill over private institutions.

Now - about those space lasers ....

This seems excessive. Unfortunately OP does state how many disputes they had.

Why would an operator now withdraw the monthly/weekly cash balance?

R u running the GPU at full throttle 24x7? Have you encounters silicon failures over time?

Why 23 hours? Is this a typo?

what are your thoughts on MCTS for coding?

this can/must be paired with a smart execution harness to optimise roll out and roll back of execution paths and system state.

does this change the calculus for optimal post-training ?

Or did he "resign" since Elon insists on camera-only and Karpathy says i cant do it?

Its good to have these models to keep the frontier labs honest! Can i ask if you use the API or a monthly plan? Do the monthly plan throttle/reset ?

edit: i agree that MM2.1 most economic, and K2.5 generally the strongest

Previously I built a jar/docker and deployed to a common server. Fine.

Can this service deploy this to AWS free tier? Will it "know" how to avoid any paid services? (I don't necessarily need a docker or even permanent storage yet)

EDIT: Also - charging a % of AWS bill is pretty wild...

Oh man. I just replaced the battery on my 5 year phone - for the sole reason of not having to reconfigure Nova on a new phone :\

in fact, a fun project would be take a non-reasoning model, play on a lesser known game format, and see if it learns an "a ha" moment or explicitly simulate moves ahead

The angellist site itself seems to hide the startup/pitch side

a. how does that solve the transmission problem?

b. amazing work by EU bureaucrats to regulate businesses that dont exist yet

c. they can export the feed to fish farms or china or whatever. the question is do the economics work. US soy bean is just incredibly productive (and subsidized)

e.g. DeepCubeA 2019 (!) paper to solve Rubik cube.

Start with solved state and teach the network successively harder states. This is so "obvious" and "unhelpful in real domains" that perhaps they havent heard of this paper.

its rare to find a technically proficient media buyer ;/

(I am not a FB employee or a lawyer.. ) I will send you a DM on twitter