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Microsoft Discloses AI Copilot Development Learnings

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Microsoft Discloses AI Copilot Development Learnings

An extensive investigation of the difficulties, prospects, and requirements related to developing AI-powered product copilots has been carried out by researchers at Microsoft and GitHub Inc. 26 experienced software engineers from different firms that were in charge of creating these cutting-edge solutions were interviewed for the study.

Nearly all computer companies are vying to include advanced AI capabilities into their software, but there are still a lot of issues to be resolved. The probability of failure scenarios can be increased by coordinating various data sources and prompts, and evaluating LLMs is challenging because of their inherent variability. In this quickly changing sector, developers also find it difficult to stay current with best practices; they frequently turn to academic publications or social media for advice. The management of safety, privacy, and compliance are crucial issues that need to be handled carefully to prevent harm or breaches.

“Creating a one-stop shop to incorporate AI into projects is still difficult. According to Austin Henley, “developers are looking for a place where they can jump right in, go from a playground to an MVP, connect all of their data sources to the prompts, and then integrate the AI components into their current codebase with efficiency.” “Quick feedback could be obtained with a prompt linter. A “toolbox” or library of prompt snippets for frequently performed activities was also requested by developers. Furthermore, it would be extremely beneficial to track the impact of timely adjustments,” Henley went on.

Prompt engineering, or the act of developing prompts that start an AI model’s inference process, was one of the major challenges found. “Because these large language models are often very, very fragile in terms of responses, there’s a lot of behavior control and steering that you do through prompting,” stated a participant (P7). Because of this unpredictable nature, it’s more art than science because developers must spend a lot of time on trial-and-error procedures.

Benchmark testing was brought up as another concern. Writing assertions with generative models, such as Large Language Models (LLMs), becomes challenging as each response could be different from the previous one; it’s as if each test case is a test with flaws. As one participant put it, “That’s why we run each test ten times” (P1), and another said, “If you don’t have the right tools, experimentation takes a lot of time” (P12).

Participants also voiced worries about challenges related to compliance, safety, and privacy when integrating AI into goods. As an example: “Do we want actual people to be impacted by this? P11 stated, “This operates in nuclear power plants,” underscoring the possible dangers of utilizing such technologies in the absence of appropriate safeguards. Lastly, stay current or even understand where to concentrate their efforts while picking up new tools or abilities. For us, this is all very new. As we proceed, we are learning. There isn’t a set way to accomplish things correctly! (P1)

The modifications coincide with the introduction of new CoPilot design elements and enhancements by Microsoft. For instance, all Copilot users who speak English in the United States, the United Kingdom, Australia, India, and New Zealand can now edit images while a discussion is in progress. A number of Microsoft Copilot Pro subscribers have reported performance difficulties, which prompted the revisions.

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

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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.

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OPPO Reno 13 series will debut in China shortly, with India following in 2025

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According to reports, OPPO, a Chinese firm, is getting ready to introduce its Reno 13 series smartphones in its native nation this month. As per 91Mobiles, the OPPO Reno 13 and Reno 13 Pro models are anticipated to debut in China on November 25. The Indian launch is probably set for January 2025. The smartphone series that debuted in July of this year, the Reno 12 series, will be replaced by the Reno 13 series.

Information regarding the specifications of the new Reno 13 and Reno 13 Pro smartphones has leaked online, although the business has not yet confirmed the launch date. These are the specifics:

OPPO Reno 13 Series: Anticipations

It is anticipated that the OPPO Reno 13 Pro would have a 6.78-inch, quad-curved OLED screen with 1.5K resolution. In contrast, the slightly smaller 6.7-inch display with FHD+ resolution is found on the OPPO Reno 12 Pro. In China, the Pro model is probably going to be powered by the MediaTek Dimensity 8350 chipset, while in India, it might have a different processor. A 50MP primary camera, an 8MP ultrawide sensor, and a 50MP telephoto sensor with 3x optical zoom are anticipated to be included in the OPPO Reno 13 Pro’s photographic setup. Most likely, the front camera will include a 50MP sensor.

With a 5,900mAh battery as opposed to the 5,000mAh battery on the Reno 12 Pro, the Reno 13 Pro is anticipated to significantly increase battery capacity. Additionally, it is anticipated that the smartphone would support both 50W wireless and 80W wired charging. Additionally, an IP68/IP69 designation for water and dust protection could increase its durability.

Although the price of the smartphones in the Reno 13 series is not well known, it is anticipated to be similar to that of its predecessor. For comparison, the 12GB RAM + 256GB storage version of the OPPO Reno 12 Pro launched at Rs 36,999, while the 8GB RAM + 256GB storage version of the vanilla model cost Rs 32,999.

OPPO Reno 13 Pro: Anticipated features

  • Display: 6.78-inch OLED, quad-curved, with a refresh rate of 120 Hz and a resolution of 1.5K
  • processor: MediaTek Dimensity 8350
  • rear camera: 50MP primary, 8MP ultra-wide, and 50MP telephoto (3x zoom)
  • front camera: 50MP
  • Battery: 5,900mAh
  •  Charging: 50W wireless and 80W wired
  • IP rating: IP68/IP69; operating system: ColorOS 15 based on Android 15

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Apple has released Final Cut Pro 11, an AI-powered program

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Apple introduced Final Cut X thirteen years ago. Considering that the video-editing program marked its 25th birthday this April, that represents just over half of its lifetime. Some have questioned whether the corporation has discreetly withdrawn the offering due to its multiple lifetimes in the consumer software industry.

Final Cut Pro finally reaches level 11, after 13 years of waiting, and Apple is no longer playing around. On Wednesday, the program will be accessible for download. After a 90-day trial period, new users will need to pay $300 to buy Final Cut Pro 11 from the Mac App Store, while current users will receive it as a free update.

What specifically justified the much anticipated move to 11? AI is two letters. The business is using AI to power new features just weeks after releasing Apple Intelligence for iOS, iPadOS, and MacOS.

Magnetic Mask is at the top of the list because it makes it simple to crop objects and people out of videos without using a green screen.

According to Apple, “This powerful and precise automatic analysis provides additional flexibility to customize backgrounds and environments,” “Editors can also combine Magnetic Mask with color correction and video effects, allowing them to precisely control and stylize each project.”

Transcribe to Captions, which basically adds text to Final Cut’s timeline, is the second standout AI-based tool here. The company claims that its in-house large language model (LLM) powers that feature.

Apple’s problematic mixed-reality headset is the subject of this article’s other major headline. The most recent iPhones now have the capability to record Spatial Video, and Final Cut may be used to edit that footage. It is possible to add effects, color correct the video, and change the titles’ depth placement.

Apple is reportedly working on a more inexpensive variant, even though CEO Tim Cook has acknowledged that the $3,500 headgear isn’t the mainstream consumer product the company wanted. Along with the iPhone 15 Pro and all iPhone 16 models, the Vision Pro itself can record spatial video. Additionally, Canon just unveiled a new twin lens that works with R7 cameras.

Additionally, there are various time-saving features in the new Final Cut. For example, Magnetic Timeline allows you to swiftly rearrange clips while maintaining audio and video synchronization.

According to Apple, Final Cut Pro 11 was developed especially for the M-series of CPUs, which are its first-party silicon. This includes having more simultaneous 4K and 8K playback capabilities.

Apple claims that the M-series of chips, their first-party silicon, were the reason behind the creation of Final Cut Pro 11. This includes the capacity to play back several 4K and 8K ProRes video streams at once.

Final Cut Pro for iPad 2.1 is being released by Apple concurrently with the eagerly anticipated release of Pro 11. The brightness and color of the touched-based interface will be increased, and the workflow will be enhanced as well. Starting on Wednesday, current users can also obtain that for free.

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