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Do you actually understand why evolution methods are beneficial?

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?


this is nice

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


Yeah agree. Really considering taking the project this direction


Ideally, the solver doesn't just run on the backend, it's also orchestrated to run a pod per solver, with scale to zero.


Standard LFP cells - with higher QA and optimized for safety over performance

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


Congratulations on six zeros.


What would u recommend for freight/trucking optimiser? not real time.

(scaling to 100s-1000s of units)


> practical voltage for a DC grid using early electrical machinery is around 2 kV.

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...


The early limit was because high voltage DC required producing it at the generator, whereas you could produce high voltage AC by generating at a lower voltage and then stepping it up with a transformer for long distance transmission.

The rules are changing because of switchmode voltage conversion, using transistors to switch the voltage at a high frequency, where the magnetics (transformers, inductors) can be much smaller and more efficient, then converting back to DC. This is how virtually all smaller power supplies have been made for years, the only question (which I don't know) being how far along we are at reaching the voltage levels of long distance transmission in this way.

I'd think that hustling us towards DC with electronic voltage conversion would be a reasonable strategic goal for dealing with the transformer problem, worthy of support by a government.


HVDC and UHVDC are used extensively for long distance transmission, notably for undersea cables and in China, which has made massive R&D investments in the technology in order to shift energy from West to East. Large solar, wind and hydro in the West.

However, DC does not make sense for a radial power distribution network. The article is propagating nonsense.


>>> However, DC does not make sense for a radial power distribution network.

Why not? Pure geeky curiosity.


Virtually all HVDC transmission currently operating is point to point mostly for control reasons. My understanding is it's very difficult to coordinate multiple converter stations - power flow in DC networks is fully determined by the control systems of the converters unlike AC networks which in general lack active control devices (see the FACTS family of devices for examples that can be used in AC networks to actively control power flow).


Not an expert but every node in an UHVDC network would need expensive equipment

Point to point is just two nodes, but scaling that outward would be very expensive

AC transmission is relatively cheap in comparison


Huge installed base of network elements, minimal efficiency improvements. Much better to invest in switch mode frequency stabilisation with batteries and soft open points (SOPs), which balance load between phases and distributors without needing a radial reconfiguration.

Radial DC is anachronistic thinking based on misunderstandings perpetuated by C-suite level just so stories like this Bloomberg nonsense.


That link talks about 5MW 35kv AC / 800v DC converters.. completely different thing, they try to sell a single-source PV invertor-to-35KV AC solution first, then 35KV to 800V DC second, to have a sorta complete solution of PV-to-datacenter. And it's only 5MW. And only 35KV AC. For moving 100MW even over a few km you would need 110KV at least. I think. An overhead wire can handle about 600A of current, that's the physical limit and the reason for kilovolts there.

Consider also that there is nothing existing in transmission and switching gear certified for HVDC it being rare one-off projects so far, while AC is ubiquitious, more-or-less mass-produced and many people are trained in its maintenance.


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

Not in any economical sort of way. A rectifier and two transformers is cheaper than directly switching HVDC. If you step up the voltage to 115kV, a 100MW three-phase AC circuit is only 500 amps.


HVDC transmission over 100kV lines are common now. https://www.emeranl.com/maritime-link/overview


> Israel has both universal healthcare and tuition free university

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 ....


5k is almost free. And yes you pay tax to find universities. Makes sense. Paying full tuition in the USA is like paying a tax, only worse, it's a lot more.


As disgusted as I am with Israel's action over the last 80 years, put the blame where it belong.

5k is far from nothing, it is more than enough in any country than subsidize higher education.

Which is most of the world at this point.


I mean have you seen what US colleges cost?


The US is very much an outlier.

This give a very different picture:

https://www.studyineurope.eu/tuition-fees/


> $85k and closed our account

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

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


> fully local home security system

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


> for longturn games (23-hour turns)

Why 23 hours? Is this a typo?


Great question, it's not a typo. Making it 23 hours, it means the 'turn end' is constantly moving and never the same time of day.

The logic here is that we have players that are in Toronto Canada, Portland (Oregon) USA, Newcastle Australia and Berlin Germany. If we put the time at 24 hours, it would mean the turns are scheduled to end approximately the same time every day which introduces potential advantages / disadvantages to certain players.


great write up (and effort!! ;))

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 ?


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