Space data-centres are such an interesting puzzle. I think too many people knee jerk against it ... anyone who brings up the ISS is not thinking it through for instance. The ISS batteries make the weight of PV and radiators almost irrelevant for the ISS, how can you expect it to be state of the art when they operate in an entirely different design space?
The only reason to compare to the ISS is because it's currently the largest solar array in orbit.
But data centers in space is just a dumb idea promulgated by a complete misrepresentation of the situation.
Electricity is the highest *operating* cost of a data center, but it's just not that expensive. It's still small compared to the hundreds of billions of dollars of capital expenditures hyperscalers and AI companies are planning to pour into data centers over the next few years.
And stuff in space is less useful than stuff on the ground. It works worse. The reason space data centers are a dumb idea is because it's just not possible for the power savings (if there are any: highly debatable) would ever make up for the loss in capability.
In my opinion, the biggest problem with data centers in space is not latency, it's not power, it's not cooling, it's not making the computers survive launch, and it's not even the prospect or radiation damage or reduced lifetime. It's networking. Got take a look at a modern data center, and count the amount of network bandwidth they have. Thousands of fibers, many petabits or even exabits per second of aggregate internal bandwidth. Data center operators don't install all that expensive network hardware because they like giving Cisco and Arista money, they do it because it lets them get more use out of their servers.
A fleet of satellites each with a rack or a few racks worth of equipment, communicating with optical or microwave links will have orders of magnitude worse internal bandwidth and latency than a modern data center. Starlink's satellite to satellite links are amazing... for what they are. But compared to a data center core switch they are a joke.
Again, that's my guess on the more insurmountable problem, but all the other problems I listed above are also serious problems.
It's likely space-based datacenters in SSO will be used for training, not inference (execution of the weights). Training new models is extremely expensive, but has essentially no latency penalty.
Most everyone I see talking about it says they want it for inference, not training. Training makes even less sense.
First off, training requires massive, massive clusters, and while it's not sensitive to user latency, it's highly sensitive to internal latency. Poor latency means slower training which means longer time to market. So those satellite interconnects are a major problem.
But the more serious problem with this proposal is that the lifecycle costs are already heavily trending towards inference, and that is projected to continue. So using orbital data centers just for training would be "solving" a small percentage of the problem that is expected to get smaller.