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interesting. there are so many different types of staff engineers. im wondering if the models have optimized for it.

lol maybe more thinking = higher desire to get promoted or an equity refresh.


haha /get-promoted

actually would lowkey be an awesome skillset

yeah i think liability ultimately lies on the individual. of course, you could sue your accountant, but that feels hard, maybe almost as hard as suing the model providers.


Yes, at least in the US the individual must sign their own return.


At least in Poland it is not viable. Friend's business lost noticeable amount of money because accountant has not filed taxes and lied that they filed and lied that they checked it.

And there was no real path to recovering funds, except small part, after long court case.

At least they were able to fire them without severance pay.


This seems to be usual. Accountants are liable for crimes like embezzlement, but tax authorities hold individual tax payers responsible. If tax payers want to recover losses they have to go to court, which is often risky because accountants will say the client didn't do A, B, and C.


> Accountants are liable for crimes like embezzlement

and even then, if they already lost all money you may be unable to recover it


i'm a bit unclear who has the liability even when you use a CPA. accountants are humans that sometimes make mistakes.


The IRS made it crystal clear to me long ago. The tax filer is responsible for everything on the tax return, regardless of the preparer. Of course, accountants can be liable in other ways, but the filer has to pay the fines if the accountant makes a mistake.


From the IRS' point of view, the tax-payer is responsible for paying all of it. You can then turn around and sue to recover any of the fees/fines or penalties incurred as a result of an error made by the accountant, not the actual taxes though.


It seems disingenuous by our government. Create a tax strategy that is so complicated, people feel like they have to hire professionals. However, if the professionals err, it's the citizenry that pays the penalty.

Seems like simplify or just erradicting the tax code would be more just at this point.


You can - literally - have the same government force the negligent CPA pay via the judiciary. That’s what a lawsuit is.

Normally it doesn’t get to that point though. CPAs do not want to be known as the person that misfiled taxes and got a court to rule them negligent. They carry insurance for errors so mostly just end up queitly making it right when there is an error.


I believe it's a global thing.

In some jurisdictions, it may help with criminal but not civil liability.


In NZ the liability is generally on you and not the accountant.


i wonder how much it cost to run these models


man everything is going down. too much vibe coding?


i want to always have a fast way of reviewing my tax returns without having to hassle my accountant or hire another one.


In Germany, there are companies like Buhl data that let you do your tax return very easily and give a live estimate of your return based on the data you provided. From my experience over the past 5 years, its prediction error is less than 5%.


They exist in USA - eg: freetaxusa.com


Veil has two modes. One is a image-based browsing. Another is focused on eliminated RAM artifacts and DNS caches on the operating systems side. I agree there are a lot of solutions, and we don't solve all the problems. The point is that we wanted to challenge the current notion that only browsers can provide incognito mode. We were thinking is there a way for developers to do this since they are the ones delivering the content in the first place.

The point of the paper was to create discussions like this! Thanks for your thoughts. I really appreciate it.


Frank here. I didn't really need the paper to complete grad school. I thought it was a cool project to work on. That's all. There are a lot of solutions to a lot of problems. I'm not claiming it's the best one, just presenting a different way of thinking.


In computer science, there are a few big conferences in a specific CS discipline, I usually attend those conference or look at their programs. But, computer science is a unique field in which papers are funneled through conferences.


Many of the domestic flights have wifi, especially if you fly JetBlue or United.


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