Google Analysis is proposing a brand new method to construct accessible software program with Natively Adaptive Interfaces (NAI), an agentic framework the place a multimodal AI agent turns into the first consumer interface and adapts the appliance in actual time to every consumer’s skills and context. As an alternative of transport a hard and fast UI and including accessibility as a separate layer, NAI pushes accessibility into the core structure. The agent observes, causes, after which modifies the interface itself, transferring from one-size-fits-all design to context-informed selections. What Natively Adaptive Interfaces (NAI) Change within the Stack? NAI begins from a…
Author: Naveed Ahmad
The AI trade’s pursuit of licensable content material has been a messy affair, full of lawsuits and accusations of copyright infringement. Now, as tech corporations search for legally protected sources of AI coaching knowledge, Amazon is reportedly contemplating launching a market the place publishers can license their content material on to AI corporations. The Info reported Monday that the e-commerce big has been assembly with publishing executives and alerting them to its plans to launch such a market. Forward of an AWS convention for publishers that occurred Tuesday, Amazon “circulated slides that point out a content material market,” wrote the…
part(“6) pack unpack”) B, Cemb = 2, 128 class_token = torch.randn(B, 1, Cemb, machine=machine) image_tokens = torch.randn(B, 196, Cemb, machine=machine) text_tokens = torch.randn(B, 32, Cemb, machine=machine) show_shape(“class_token”, class_token) show_shape(“image_tokens”, image_tokens) show_shape(“text_tokens”, text_tokens) packed, ps = pack([class_token, image_tokens, text_tokens], “b * c”) show_shape(“packed”, packed) print(“packed_shapes (ps):”, ps) mixer = nn.Sequential( nn.LayerNorm(Cemb), nn.Linear(Cemb, 4 * Cemb), nn.GELU(), nn.Linear(4 * Cemb, Cemb), ).to(machine) blended = mixer(packed) show_shape(“blended”, blended) class_out, image_out, text_out = unpack(blended, ps, “b * c”) show_shape(“class_out”, class_out) show_shape(“image_out”, image_out) show_shape(“text_out”, text_out) assert class_out.form == class_token.form assert image_out.form == image_tokens.form assert text_out.form == text_tokens.form part(“7) layers”) class PatchEmbed(nn.Module): def __init__(self, in_channels=3, emb_dim=192,…
Twenty-five years in the past, Jay Bavisi based EC-Council within the aftermath of 9/11 with a simple premise: if attackers perceive techniques deeply, defenders want to know them simply as effectively. That concept led to Licensed Moral Hacker (CEH), which went on to develop into one of the vital well known credentials in cybersecurity. Bavisi thinks we’re at an analogous inflection level once more—this time with AI. The know-how is transferring quick. The workforce isn’t. And identical to the early days of software program improvement, a lot of the consideration is on what AI can do, not on the way…
A 30-second Tremendous Bowl advert that includes boxing legend Mike Tyson and paid for by the nonprofit MAHA Heart encourages viewers to keep away from processed meals and go to realfood.gov. The federal government web site, which Well being and Human Companies secretary Robert F. Kennedy Jr. is promoting, supplies assets on the administration’s new dietary guidelines, launched in January, and encourages individuals to make use of Elon Musk’s AI chatbot Grok to “get actual solutions about actual meals.”I made a decision to see how Grok’s recommendation aligns with the administration’s suggestions, notably round protein consumption. The brand new pointers…
Fashionable enterprises generate huge quantities of safety knowledge, however legacy instruments like Splunk nonetheless require firms to retailer all of it in a single place earlier than they’ll detect threats — a gradual and dear course of that’s more and more breaking down in cloud environments the place volumes are exploding and knowledge lives in every single place. AI cybersecurity startup Vega Security needs to flip that method by operating safety the place the information already lives, implementing in cloud providers, knowledge lakes, and current storage methods. And the two-year-old agency simply raised a $120 million Collection B spherical to…
Singapore’s authorities has blamed a identified Chinese language cyber-espionage group for focusing on 4 of its prime telecommunication firms as a part of a months-long assault. In a statement Monday, Singapore confirmed for the primary time that the hackers, often called UNC3886, focused the nation’s telecoms infrastructure, together with its largest firms: Singtel, StarHub, M1, and Simba Telecom. The federal government beforehand mentioned that it was responding to an unspecified assault on its important infrastructure. Whereas the intruders have been capable of breach and entry some methods, they didn’t disrupt providers or entry private data, mentioned Okay. Shanmugam, the nation’s…
The pretend items disaster cuts two methods. Luxurious manufacturers lose greater than $30 billion a year to counterfeits, whereas patrons within the booming $210 billion second-hand market haven’t any dependable technique to confirm that what they’re buying is real. Veritas desires to unravel each issues with an answer that mixes customized {hardware} and software program. The startup claims that it has developed a “hack-proof” chip that may’t be bypassed by units like Flipper Zero, a extensively accessible hacking instrument that can be utilized to tamper with wi-fi techniques. These chips are linked with digital certificates to confirm the authenticity of…
Alibaba Tongyi Lab analysis crew launched ‘Zvec’, an open supply, in-process vector database that targets edge and on-device retrieval workloads. It’s positioned as ‘the SQLite of vector databases’ as a result of it runs as a library inside your software and doesn’t require any exterior service or daemon. It’s designed for retrieval augmented technology (RAG), semantic search, and agent workloads that should run regionally on laptops, cell gadgets, or different constrained {hardware}/edge gadgets The core concept is straightforward. Many purposes now want vector search and metadata filtering however don’t need to run a separate vector database service. Conventional server type…
YouTube has turn out to be the most important platform on the market, providing tons of alternatives for creators to earn a dwelling. Again in June, the corporate reported that its artistic ecosystem added over $55 billion to the U.S. GDP and created greater than 490,000 full-time jobs. Nevertheless, many YouTubers have diminished their reliance on advert income and model offers. There are a number of causes for this shift. First, advert income could be unpredictable. With YouTube regularly updating its insurance policies, some creators discover it difficult to safe advertisements for his or her movies, which might negatively influence…