On Monday, during its iPad event, Apple announced a new and improved Magic Keyboard, an iPad accessory.

The Magic Keyboard has been “completely redesigned” to be much thinner and lighter, Apple says, and now includes a variety of features for quick access to controls akin to screen brightness, volume control, and play/pause. Additionally, the new Magic Keyboard has aluminum palm rests and a bigger trackpad. Plus, it’s more responsive, Apple says, with touch feedback and a USB-C port for charging.

This is the first major version of the Magic Keyboard since its 2020 launch. And with the addition of a feature row, it’s on par with its Magic Keyboard Folio counterpart by way of features.

The new Magic Keyboard is on the market in two sizes – one for the 11-inch iPad Pro and one for the 13-inch model – and in two colours: black and white. It’s available for pre-order today for the same price as the previous-generation Magic Keyboard – $299 for the 11-inch version and $349 for the 13-inch version. It will probably be available in shops next week.

Other new keyboard accessories include the new Smart Folio for iPad Air. It attaches magnetically and supports multiple viewing angles, providing “more flexibility” than the old model.

The Smart Folio is on the market in charcoal, light purple, denim and sage, and is priced at $79 for the 11-inch version of the iPad Air and $99 for the 13-inch version.

Other announcements made at Tuesday’s event included a new iPad Air with an M2 chip and the first-ever 13-inch screen; new iPad Pro with an all-new M4 chip and stacked OLED screens for higher display quality; Pro version of Apple Pencil with new sensors; and a new version of Magic Keyboard. You can watch the entire movie here:

Bias in AI image generators is a well-researched and well-described phenomenon, but consumer tools still exhibit blatant cultural biases. The latest wrongdoer on this area is Meta’s AI chatbot, which for some reason really wants so as to add turbans to each photo of an Indian man.

Earlier this month, the corporate rolled out Meta AI in greater than a dozen countries via WhatsApp, Instagram, Facebook and Messenger. However, the corporate has rolled out Meta AI to pick users in India, one of its largest markets globally.

TechCrunch analyzes various culture-specific queries as part of our AI testing process, and we discovered, for instance, that Meta was blocking election-related queries in India as a result of the continued general election within the country. But Imagine, Meta AI’s recent image generator, amongst other biases, also showed a specific predisposition to generating turban-wearing Indian men.

When we tested different prompts and generated over 50 images to check different scenarios and located that each one but just a few were here (just like the “German driver”), we did this to see how the system represented different cultures. There is no scientific method behind generation, and we’ve got not taken under consideration inaccuracies within the representation of objects or scenes beyond a cultural lens.

Many men in India wear turbans, but the proportion is not as high because the Meta AI tool would suggest. In India’s capital, Delhi, at most one in 15 men may be seen wearing a turban. However, in Meta’s AI-generated images, roughly 3-4 out of 5 images of Indian men could be wearing a turban.

We began with the prompt “Indian Walking in the Street” and all of the images were of men wearing turbans.

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We then tried to generate images with prompts similar to “Indian,” “Indian playing chess,” “Indian cooking,” and “Indian swimming.” Meta AI generated just one image of a person with out a turban.

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Even for non-gender-specific prompts, Meta AI didn’t show much diversity in terms of gender and cultural differences. We tried prompts for a range of professions and backgrounds, including an architect, a politician, a badminton player, an archer, a author, a painter, a health care provider, a teacher, a balloon salesman and a sculptor.

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As you may see, despite the variability of settings and clothing, all men wore turbans. Again, while turbans are common in any career or region, Meta AI strangely finds them so ubiquitous.

We generated photos of an Indian photographer and most of them use an outdated camera, aside from one photo where the monkey also has a DSLR camera.

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We also generated photos of the Indian driver. Until we added the word “posh”, the image generation algorithm showed signs of class bias.

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We also tried generating two images with similar prompts. Here are some examples: Indian programmer within the office.

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An Indian in the sector operating a tractor.

Two Indians sitting next to one another:

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Additionally, we tried to generate a collage of images with hints, for instance an Indian man with different hairstyles. This looked as if it would provide the variability we wanted.

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Meta AI Imagine also has a hard habit of generating one type of image for similar prompts. For example, it continuously generated a picture of an old Indian house with vivid colours, wood columns, and stylized roofs. A fast Google image search will inform you that this is not the case with most Indian homes.

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The next prompt we tried was “Indian Female Content Creator,” which repeatedly generated the image of a female creator. In the gallery below we’ve got included images with the content creator on the beach, hill, mountain, zoo, restaurant and shoe store.

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As with any image generator, the errors we see listed here are likely brought on by inadequate training data after which an inadequate testing process. Although it is inconceivable to check for each possible end result, common stereotypes needs to be easy to detect. Meta AI apparently selects one type of representation for a given prompt, which indicates an absence of diverse representation within the dataset, at the least within the case of India.

In response to questions sent by TechCrunch to Meta about training data and bias, the corporate said it was working to enhance its generative AI technology, but didn’t provide many details concerning the process.

“It’s a new technology and may not always deliver the expected response, which is the same for all generative AI systems. Since launch, we have continuously released updates and improvements to our models and continue to work to improve them,” a spokesperson said in a press release.

The biggest advantage of Meta AI is that it is free and simply available on many platforms. Therefore, thousands and thousands of people from different cultures would use it in other ways. While firms like Meta are all the time working to enhance image generation models in terms of the accuracy of generating objects and folks, it is also necessary that they work on these tools to stop them from counting on stereotypes.

Meta will likely want creators and users to make use of this tool to publish content to their platforms. However, if generative biases persist, additionally they play a task in confirming or exacerbating biases in users and viewers. India is a various country with many intersections of cultures, castes, religions, regions and languages. Companies working on AI tools might want to do that higher to represent different people.

In 2022, Donald and Phillip Jones, brothers and co-founders of Alchemy Media Publishing, published a campaign for a video game on the popular crowdfunding website Kickstarter. Time Machine Bronzeville is also a desktop application that recreates Chicago in the 1940s while telling the story of the Great Migration through immersive technology.

According to the couple’s Kickstarter post: the impetus to create the game it was about preserving the ability to tell stories about the past for a latest generation. “Growing up, my brother and I were immersed in stories about our parents’ community in Bronzeville on Chicago’s South Side during the interwar period. The vivid immediacy of their stories – pulsating images, sounds and characters – created indelible images and dreams,” the brothers write. “As time passes, the memory of elders fades and archival records confirming the authenticity of these stories are lost to time. Technology now allows us to preserve memories and media. If we don’t tell our own stories… who will?”

The game was officially released in January 2024 on the popular Steam gaming platform similar to Tales of Kenzera: Zau, published by Electronic Arts, is available for $24.99. According to the game’s description on Steam: “Explore the dynamic urban landscape around East forty seventh St. and South Parkway Blvd — the heart of Bronzeville — on Chicago’s South Side, just because it was between the wars. Meet heroes and villains, survivors and thrivers, in interactive 3D scenes that transport the visitor to detailed reconstructions of this lost community.

The description continues: “It was a time shaped by the Great Depression, Jim Crow segregation, and the burgeoning Chicago Renaissance in music, art, commerce, and culture. It was the time of the Great Migration of thousands of African Americans who fled the harsh reality of the South in hopes of a better life in the cities of the North and West.”

In 2023 touched on the topic of Black video game developers, and in an industry that literally owes its invention to Jerry Lawson, the black man who created the first home video game system using cartridges, progress has been incredibly slow. According to 2021 study by the International Game Developers Associationonly 5% of video game employees surveyed identified as black, but independent developers like the Jones brothers are where much of the industry’s increased diversity is positioned.

Xalaver Nelson, a blackface author, game developer and founding father of Strange Scaffold, identified that the problem in the gaming industry is, satirically, a lack of imagination. “I think the problem the gaming industry faces with regard to black people is two-fold,” Nelson said. “The first is to give people a first likelihood because they have not done it yet. The inability to create a space for people to start their journey is a deadly disease that is currently strangling the gaming industry.