"In general, there is still a lot of demand for image models and there seems to be some kind of convergence on like quality, but then each model really has its own differentiation. With video, we're ea..."

"we started about 4 years ago the origin story is I I used to work at Coinbase and they had a lot of infra issues with respect to machine learning and fraud was a big problem there so I kind of grew up..."

"2021 wind shift happening on on the multimedia side. But before we go there, how did you meet and recruit Bottoan, the foul guy now? He is the the mascot uh on Twitter of of F. Yeah, we're both from T..."

"contributor in this Helen acquisition what were you doing in Poland I went there for a university but I dropped out in like the third week or something was preparing to leave Poland go back to Turkey ..."

"back to the pivot into the direction of generative media in 2021, all the rage was about large language models. Yes. But when you and Gorham saw this shift, you picked generative media, which is image..."

"lot of compute and iterations out of just eight GPUs where did you even start with optimization for me like this was my first time entry into machine learning performance space as Brookai mentioned I ..."

"Back then a lot of the inference platforms and Python clouds if that was even a thing are agnostic of different type of workloads. But today we're certainly seeing file emerging as the leader of gener..."

"definitely and you you put out a prediction that 2025 will be the tipping point of AI video of course announced it quite a bit earlier than that but now we are seeing a plethora of video models what's..."

"side on the modality bifurcation is given these are different workflows and different workflows too like people are using image video models more as a chain workflow where you process image remove bac..."

"Talking about the fine-tuning workflows and demand, we have seen a lot of difference in just like people focusing on more large scale pre-training or large scale post-training workflows where a lot of..."

"Talking about the open and closed source models, who is winning in both the image camp and also the video camp and how does th prepare for both sides of workloads? Yeah. So, the winner is literally ch..."

"do you stay pretty agnostic for all the model uniqueness and quality or do you also poke around whenever a new model launch to figure out if this model is uniquely good at this thing and just like gen..."

"on this point more and more file start to become this two-sided marketplace where on one side you have a lot of this developer attention customers and users that have unique use cases that coming to y..."

"Let's talk about that aspect. Speed is literally running through everything about the company. How you catch up with every new model launches, how you run every model, open source especially optimize ..."

"those which optimization if you can recollect or recall has delivered the largest performance gain for infrastructure I guess distributed file system caching was one of the biggest points you know jus..."

"And do you fundamentally believe speed is a mode? However, you optimized for the model to run really fast and also how fast you can I guess optimize to the best performance point possible in that time..."

"and how do you structure the team to keep up with what's happening I guess both at the big labs but also at the there are probably at this point a dozen or two dozens of generative media companies are..."

"because it's so it's so fascinating to me how obsessed of these 28 engineers are at the business problems because it's very rare to find when you're already so deep into the infrastructure and perform..."

"we we are like really customer centric when consider a company. I think we might be one of the company like we might in the in the top leaderboard of Slack connects across all Slack users. You know we..."

"Last question. If you put yourself a year or two ahead in 2026 or 2027, if generative video do not take off or as big as it is, what would be the reason that caused the slop? I think it's impossible t..."

"opportunities but not enough developers are paying attention or figured out that these could be use cases or these could be interesting products to build on top of file that you feel is underrated or ..."