Pros
Extreme quantized deep learning on edge is an interesting topic to work on, however in my opinion, BNNs (the main focus of this company) are overvalued and in practice offer no real competitive advantage over other techniques.
Kontras
The executive team in this company are the most arrogant, inexperienced and toxic people that I have to ever deal with in my entire career. Fresh out of college with no experience in industry nor academia but with massive childish ego. They have absolutely no moral compass and manage the company however they like as long as it is not illegal and there are no personal ramifications. In case you are really desperate for a job and decided to accept an offer from this company, pay a lot of attention to the details in the contract, certainly do not sign the default contract which requires you to waive your moral rights over your work. There have been cases of plagiarism which they fired an employee and claimed the authorship of his work for themselves.