But i would like to ask.

How much effort/legal/heartache is involved in building an after market add-on for commercial vehicles?

Some comforting assumptions - internal customers. no sales. - good software talent. can work around anything. - almost no moving parts - mostly electronics - can accept cost overrun on the components - each unit is >$10K - gradual scaling to 1000s units/annum - daily return to hubs if needed

Any similar model aimed at coding?

A >10B model for mass spawning/swarming and reporting back to a larger model

Which harness for the benchmark ?

You have previously commented on using OC/GLM. R u going to stock with it?

Were your opinions effected by the harness ?

DS is an amazing combo. It probably could only happen in China, not in current USA or EU (for different reasons)

Is there a basic/freemium resource for past events? Mostly just very coarse spatial/temporal maps of past events

this is a common meme [1]

[1] https://www.discovery.com/nature/almost-every-mammal-gets-ab...

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...