"I initially considered training a single end-to-end VLA model. [...] A cable-driven soft robot is different: the same tip position can correspond to many cable length combinations. This unpredictability makes demonstration-based approaches difficult to scale.[...] Instead, I went with a cascaded design: specialized vision feeding lightweight controllers, leaving room to expand into more advanced learned behaviors later."
I still think circling back to smaller models would be awesome. With some upgrades you might get a locally hosted model on there, but I'd be sure to keep that inside a pentagram so it doesn't summon a Great One.
This is a "heads, I win", "tails, you lose" type of scam. The mortgage holders are all judgement proof. They have no income or assets to go after. So if the housing market crashes, the banks have no recourse.
It's the same as taking out a mortgage and instead of buying a house, you go to the casino and bet double or nothing. Sure, the intention to pay back is there. But it is contingent on the investment performing, and the bank is taking on unknown risks.
In the 3 banks I've worked with in Canada, all were completely unable to access my American credit history.
The governments do share tax data, but AFAIK the banks have no way to link "John Smith SSN:123-45-6789" to "John Smith SIN:098-76-54321". They even have my US SSN number since Canadian banks report to the IRS.
Edit: here's experian explaining it: https://www.experian.com/blogs/ask-experian/u-s-credit-histo...
The shipping industry was 100% wind powered, with very mature technology developed and tried during centuries, and thousands upon thousands of experts in the area. Why do you think the whole industry switched to engines?
We also used to have windmills to grind grain and then switched over to mills that use electricity or fossil fuels. But of course, windmills to generate electricity have become quite popular. What's old can be new again when combined with modern technologies.
I used to be part of a team back in university making autonomous sailboats [1] and one of the things that I was surprised by when working on this was that there are a TON of hurricanes out in the middle of the ocean (we were working to build it to cross the Atlantic). We built a system to take in weather prediction data to try to avoid hurricanes, but we were building a relatively tiny boat—do large shipping vessels do this as well? I'd assume they can sail through pretty bad weather. If so, do you have ways to lower the sails easily to protect them?
Additionally, do you have any software to help inform the vessel operators how to best sail into the wind or are the net savings not worth it considering most of the propulsion is still coming from fuel-based sources?
Overall, this is super exciting and best of luck!
[1] Now at (https://www.ubcsailbot.org/)