Connect with us

Technology

Symbolica Launches with $33M Funding to Transform the AI Industry with Symbolic Models

Published

on

Today, the artificial intelligence startup Symbolica AI made its debut, introducing a novel method for creating generative AI models.

The company is aiming to tackle the expensive mechanisms behind training and deploying large language models such as OpenAI’s ChatGPT that are based on Transformer architecture.

In addition to that announcement, the company disclosed today that it has raised $33 million in total capital from a seed and Series A funding round headed by Khosla Ventures. Day One Ventures, Abstract Ventures, Buckley Ventures, and General Catalyst were among the other investors.

Transformer deep learning architectures have surpassed all other types, particularly for large language models, as demonstrated by numerous examples such as Google LLC’s Gemini, Anthropic PBC’s Claude, and OpenAI’s ChatGPT. That’s because of their widespread use and the abundance of tools available for their creation and implementation, despite the fact that they are very costly and complex. In addition, they require enormous amounts of energy and data, are challenging to validate, and have a propensity to “hallucinate,” which is the term for when a model confidently presents an incorrect assertion as fact.

Unlike Transformers, which use the contextual and statistical relationships between inputs and learn from previously given content, Symbolica builds AI models through structured models that define tasks through manipulating symbols. Symbolic AI uses symbols to represent a set of rules, which enables them to be pretrained for specific tasks like word processing or coding.

Based on the idea of “categorical deep learning,” the startup applies structured mathematics to define the relationship between symbols. It provided clarification in a paper that it and Google DeepMind co-authored recently. When compared to large, complex unstructured models like GPT, structured models require less overall data and can operate on less computing power because they classify and encode the underlying structure of the data.

“Regime-specific structured reasoning abilities can be generated in significantly smaller models by combining advances in deep learning with a rich mathematical toolbox,” stated George Morgan, CEO of Symbolica, in an interview with TechCrunch.

The company plans to create a toolkit that will enable the creation of “interpretable” models—meaning that users will be able to decipher the reasoning behind the AI network’s decisions. This should increase the transparency of the models, making it much easier for developers to monitor and debug them.

For highly regulated industries like healthcare and finance, where inaccuracy risks could have disastrous consequences, interpretability is essential for developing better AI in the future. To apply transparency for regulatory audits, it is also critical to comprehend an AI’s knowledge base and decision-making process.

The company’s first product, a coding assistant, will launch in early 2025, according to Morgan, who spoke with Reuters. This is because the company needs to build and train its model first.

Technology

Apple’s own 5G modem-equipped iPhone SE 4 is “confirmed” to launch in March

Published

on

Tom O’Malley, an analyst at Barclays, recently visited Asia with his colleagues to speak with suppliers and makers of electronics. The analysts said they had “confirmed” that a fourth-generation iPhone SE with an Apple-designed 5G modem is scheduled to launch near the end of the first quarter next year in a research note they released this week that outlines the main conclusions from the trip. That timeline implies that the next iPhone SE will be unveiled in March, similar to when the present model was unveiled in 2022, in keeping with earlier rumors.

The rumored features of the fourth-generation iPhone SE include a 6.1-inch OLED display, Face ID, a newer A-series chip, a USB-C port, a single 48-megapixel rear camera, 8GB of RAM to enable Apple Intelligence support, and the previously mentioned Apple-designed 5G modem. The SE is anticipated to have a similar design to the base iPhone 14.

Since 2018, Apple is said to have been developing its own 5G modem for iPhones, a move that will let it lessen and eventually do away with its reliance on Qualcomm. With Qualcomm’s 5G modem supply arrangement for iPhone launches extended through 2026 earlier this year, Apple still has plenty of time to finish switching to its own modem. In addition to the fourth-generation iPhone SE, Apple analyst Ming-Chi Kuo earlier stated that the so-called “iPhone 17 Air” would come with a 5G modem that was created by Apple.

Whether Apple’s initial 5G modem would offer any advantages to consumers over Qualcomm’s modems, such quicker speeds, is uncertain.

Qualcomm was sued by Apple in 2017 for anticompetitive behavior and $1 billion in unpaid royalties. In 2019, Apple purchased the majority of Intel’s smartphone modem business after the two firms reached a settlement in the dispute. Apple was able to support its development by acquiring a portfolio of patents relating to cellular technology. It appears that we will eventually be able to enjoy the results of our effort in four more months.

On March 8, 2022, Apple made the announcement of the third-generation iPhone SE online. With antiquated features like a Touch ID button, a Lightning port, and large bezels surrounding the screen, the handset resembles the iPhone 8. The iPhone SE presently retails for $429 in the United States, but the new model may see a price increase of at least a little.

Continue Reading

Technology

Google is said to be discontinuing the Pixel Tablet 2 and may be leaving the market once more

Published

on

Google terminated the development of the Pixel Tablet 3 yesterday, according to Android Headlines, even before a second-generation model was announced. The second-generation Pixel Tablet has actually been canceled, according to the report. This means that the gadget that was released last year will likely be a one-off, and Google is abandoning the tablet market for the second time in just over five years.

If accurate, the report indicates that Google has determined that it is not worth investing more money in a follow-up because of the dismal sales of the Pixel Tablet. Rumors of a keyboard accessory and more functionality for the now-defunct project surfaced as recently as last week.

It’s important to keep in mind that Google’s Nest subsidiary may abandon its plans for large-screen products in favor of developing technologies like the Nest Hub and Hub Max rather than standalone tablets.

Google has always had difficulty making a significant impact in the tablet market and creating a competitor that can match Apple’s iPad in terms of sales and general performance, not helped in the least by its inconsistent approach. Even though the hardware was good, it never really fought back after getting off to a promising start with the Nexus 7 eons ago. Another problem that has hampered Google’s efforts is that Android significantly trails iPadOS in terms of the quantity of third-party apps that are tablet-optimized.

After the Pixel Slate received tremendously unfavorable reviews, the firm first declared that it was finished producing tablets in 2019. Two tablets that were still in development at the time were discarded.

By 2022, however, Google had altered its mind and declared that a tablet was being developed by its Pixel hardware team. The $499 Pixel Tablet was the final version of the gadget, which came with a speaker dock that the tablet could magnetically connect to. (Google would subsequently charge $399 for the tablet alone.)

Continue Reading

Technology

Windows 11 PCs with Arm Processors now have an Official ISO for Clean Installations

Published

on

Power users occasionally prefer to start over when they acquire a new computer, so they follow the pro-gamers’ advice and reinstall Windows using a brand-new ISO image that comes straight from Microsoft and is free of bloatware and needlessly complex “driver management programs.” Up until recently, the new Snapdragon laptops’ more specialized version of Windows 11 didn’t support that.

The Windows 11 build on these new laptops is unusual because of the Arm64-based hardware, which differs from the typical x86 and x64 innards found in most laptops and desktops. Microsoft has finally released a disk image (or ISO file) for these devices after several months of waiting. To perform a direct reinstallation or make a bootable flash drive for a different device, you may now download it straight from Microsoft’s website. It is identical to the installation media utility that is currently available.

Be aware that there may be some glitches if you use this method for a fresh install. Compared to previous designs, the Snapdragon X system-on-a-chip has a lot fewer hardware variables, but because it’s so new, Windows Update might not include all the necessary components. You may need to use an Ethernet connection or the old-fashioned sneakernet to manually load drivers from another computer. You may also need to do some Googling to locate all the files you require for that.

Continue Reading

Trending

error: Content is protected !!