Published on: 2025-05-09 05:56:40
Abstract Transformers today still struggle to generate one-minute videos because self-attention layers are inefficient for long context. Alternatives such as Mamba layers struggle with complex multi-scene stories because their hidden states are less expressive. We experiment with Test-Time Training (TTT) layers, whose hidden states themselves can be neural networks, therefore more expressive. Adding TTT layers into a pre-trained Transformer enables it to generate one-minute videos from text sto
Keywords: complex generate layers stories videos
Find related items on AmazonPublished on: 2025-05-17 07:00:43
Connect directly with founders of the best YC-funded startups. As a Machine Learning Engineer at Pulse, you'll create the specialized vision and language models that form the backbone of our document understanding capabilities. You will be given research autonomy for training and fine-tuning these models. At Pulse, we're tackling one of the most persistent challenges in data infrastructure - extracting accurate, structured information from complex documents at scale. We've developed a breakthr
Keywords: complex document fine models understanding
Find related items on AmazonPublished on: 2025-05-23 04:36:44
Historic research facility and mixed-use development in New Jersey "Bell Works" redirects here. For information on other Bell Laboratory facilities, see Bell Labs The Bell Labs Holmdel Complex, in Holmdel Township, Monmouth County, New Jersey, United States, functioned for 44 years as a research and development facility, initially for the Bell System and later Bell Labs.[3] The centerpiece of the campus is an Eero Saarinen–designed structure that served as the home to over 6,000 engineers and
Keywords: bell building complex development holmdel
Find related items on AmazonPublished on: 2025-05-29 21:05:43
AI Agents are becoming increasingly powerful – they can search online, make phone calls, and engage in ongoing communication with humans to solve complex problems. So, think about this: are there things you know could save you money, but you don't do them simply because your time is too valuable and it doesn't feel worth the effort? Perhaps these are the perfect tasks to delegate to AI Agents. Let's discuss!
Keywords: agents ai calls communication complex
Find related items on AmazonPublished on: 2025-05-29 20:04:35
In the beginning (that is, the 90’s), developers created the three-tier application. Per Martin Fowler, these tiers were the data source tier, managing persistent data, the domain tier, implementing the application’s primary business logic, and the presentation tier, handling the interaction between the user and the software. The motivation for this separation is as relevant today as it was then: to improve modularity and allow different components of the system to be developed relatively indepe
Keywords: application complexity orchestration service tier
Find related items on AmazonPublished on: 2025-06-07 02:32:36
Artur Debat/Getty Images Developing, deploying, and supporting artificial intelligence can be a daunting venture that calls for an often-confusing array of new skills and technologies. Yet, ostensibly, it's supposed to reduce complexity. Can we have it both ways? Magical or a lot of work? AI can't just be dropped into an organization to start churning out insights -- among many other things, it requires budgeting, rollout, and performance measurement, Chris Howard, global chief of research, e
Keywords: ai complexity need said things
Find related items on AmazonPublished on: 2025-06-08 06:44:15
Human speech arises courtesy of some significant neural horsepower. Different areas of the brain are involved in determining the meaning that's desired, finding the words to express it, and then converting those words to a specific series of sounds—and all that comes before the correct sequence of nerve impulses is sent to the muscles that produce the final output. Humans are far from alone in the animal kingdom with an impressive range of vocalizations, though. That raises the prospect that we
Keywords: complex different parrots vocal vocalization
Find related items on AmazonPublished on: 2025-06-21 22:07:17
Not long ago, I was auditing a codebase for work (looking for bugs) when I realized that despite the quality of the code, I was becoming mentally fatigued extremely quickly and had a hard time working on it for long stretches of time… I ended up figuring out what made this codebase so difficult to stick with, but it didn’t turn out to be what I expected (Cyclomatic Complexity). After doing a little reflection and research, it ended up being something more related to readability–something I didn
Keywords: code complexity function return variable
Find related items on AmazonPublished on: 2025-06-23 04:07:17
Not long ago, I was auditing a codebase for work (looking for bugs) when I realized that despite the quality of the code, I was becoming mentally fatigued extremely quickly and had a hard time working on it for long stretches of time… I ended up figuring out what made this codebase so difficult to stick with, but it didn’t turn out to be what I expected (Cyclomatic Complexity). After doing a little reflection and research, it ended up being something more related to readability–something I didn
Keywords: code complexity function return variable
Find related items on AmazonPublished on: 2025-07-10 11:24:04
Today, Andrew Ng, one of the legends of the AI world, released a new document extraction service that went viral on X (link here). At Pulse, we put the models to the test with complex financial statements and nested tables – the results were underwhelming to say the least, and suffer from many of the same issues we see when simply dumping documents into GPT or Claude. Our engineering team, along with many X users, discovered alarming issues when testing complex financial statements: Over 50% h
Keywords: complex document documents extraction financial
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