Parallel Web Systems, the AI agent-tool startup based by former Twitter CEO Parag Agrawal, has raised a $100 million Collection B at a $2 billion valuation led by Sequoia. Current traders Kleiner Perkins, Index Ventures, Khosla Ventures, First Spherical Capital, Spark Capital, and Terrain Capital additionally participated, the company said. This increase comes simply 5 months after the startup introduced its $100 million Collection A at a $740 million valuation led by Kleiner and Index, and brings the full capital it raised to $230 million. Parallel gives a collection of net search and analysis APIs particularly for AI brokers and…
Author: Naveed Ahmad
The race to make massive language fashions quicker and cheaper to run has largely been fought at two ranges: the mannequin structure and the {hardware}. However there’s a third, typically underappreciated frontier — the GPU kernel. A kernel is the low-level computational routine that truly executes a mathematical operation on the GPU. Writing a superb one requires understanding not simply the maths, however the precise reminiscence structure, instruction scheduling, and {hardware} quirks of the chip you might be focusing on. Most ML professionals by no means write kernels immediately; they depend on libraries like FlashAttention or Triton to do it…
SenseTime, a Chinese language AI firm greatest identified for its facial recognition know-how, launched a brand new open supply mannequin on Tuesday that it claims can each generate and interpret photographs far sooner than high fashions developed by US opponents. SenseNova U1 may assist the corporate reclaim misplaced floor after it slipped from its place among the many main gamers in China’s AI growth race.The mannequin’s secret sauce is its capacity to “learn” photographs with out translating them to textual content first, dashing up the method and decreasing the quantity of computing energy required. “The mannequin’s complete reasoning course of…
Mike Vichich grew up in Michigan. His household, he remembers, devoted their lives to public service. His dad and mom had been lecturers, his uncle a fighter pilot, whereas each units of grandparents served within the military. “Rising up, public service was at all times a very admirable technique to spend one’s life and one’s profession,” he informed TechCrunch. “I’ve three younger children. I need them to develop up in a rustic the place authorities can really get stuff accomplished.” He went on to work in consulting, then launched a shopper firm that he bought to Olo for $200 million…
Uber clients in the USA can now e book resorts immediately by means of the app, one in every of a number of new options introduced Wednesday that pushes far past the corporate’s authentic ride-hailing goal and even deeper into its customers’ lives. Uber introduced the brand new resort reserving function on Wednesday throughout its product-heavy annual Go-Get occasion in New York Metropolis. At launch, Uber clients could have entry to greater than 700,000 resorts worldwide by means of a partnership with Expedia Group, the journey firm that Uber CEO Dara Khosrowshahi led for 12 years. Uber mentioned trip rental…
On this tutorial, we discover the right way to use the ParseBench dataset to judge doc parsing methods in a structured, sensible method. We start by loading the dataset instantly from Hugging Face, inspecting its a number of dimensions, equivalent to textual content, tables, charts, and structure, and remodeling it right into a unified dataframe for deeper evaluation. As we progress, we establish key fields, detect linked PDFs, and construct a light-weight baseline utilizing PyMuPDF to extract and examine textual content. All through the method, we concentrate on creating a versatile pipeline that enables us to grasp the dataset schema,…
Antibiotic resistance is a fast-growing public well being disaster, inflicting greater than 1,000,000 international deaths yearly and contributing to just about 5 million extra. These infections are tougher and costlier to deal with than typical infections, and are answerable for longer hospital stays, driving up prices for hospitals and sufferers alike.Remedy largely comes right down to guesswork on the a part of physicians. Ara Darzi, a surgeon and director of the Institute of World Well being Innovation at Imperial Faculty London, says AI-powered diagnostics supply a greater method.“We’re standing, proper now, in 2026, on the first real inflection level on…
A brand new venture to convey again Vine’s six-second looping movies is now accessible for obtain on the App Retailer and Google Play. Divine, as this Vine reboot is known as, provides entry to an archive of roughly 500,000 Vine movies, restored from a backup of the unique service, and permits creators to submit new Vines as soon as once more. Divine was financed by “and Other Stuff,” a nonprofit shaped in Might 2025 by Twitter co-founder Jack Dorsey. The non-profit is targeted on funding experimental open supply tasks which have the potential to rework the social media panorama. Dorsey’s…
Audio AI has had a breakout yr. Automated speech recognition has gotten dramatically higher with fashions like OpenAI’s Whisper variants, NVIDIA’s Parakeet, and Mistral’s Voxtral. Audio understanding stepped ahead with fashions like NVIDIA’s Audio Flamingo 3. Dialogue-grade text-to-speech arrived by way of Nari Labs’ Dia-1.6B. And Meta shipped the Notion Encoder Audiovisual (PE-AV), a multimodal encoder able to studying a shared embedding house throughout audio, video, and textual content. The frontier has by no means moved quicker. The catch? The sensible information required to really work with these fashions — how you can fine-tune them, adapt them to new languages,…
Meals dealing with is an space of labor that also depends closely on people. Fruit, greens, meat, and different meals should be dealt with rapidly however gently. It is usually onerous to automate as a result of no two items of fruit, greens, or rooster nuggets look precisely the identical.Eka’s demos counsel that the corporate could also be onto one thing large. I discovered myself mentally evaluating their robots to GPT-1, OpenAI’s first giant language mannequin, developed 4 years earlier than ChatGPT. GPT-1 was usually incoherent however confirmed glimmers of normal linguistic intelligence.The robots I noticed appear to have an…