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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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OpenAI Launches SearchGPT, a Search Engine Driven by AI

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The highly anticipated launch of SearchGPT, an AI-powered search engine that provides real-time access to information on the internet, by OpenAI is being made public.

“What are you looking for?” appears in a huge text box at the top of the search engine. However, SearchGPT attempts to arrange and make sense of the links rather than just providing a bare list of them. In one instance from OpenAI, the search engine provides a synopsis of its discoveries regarding music festivals, accompanied by succinct summaries of the events and an attribution link.

Another example describes when to plant tomatoes before decomposing them into their individual types. You can click the sidebar to access more pertinent resources or pose follow-up questions once the results are displayed.

At present, SearchGPT is merely a “prototype.” According to OpenAI spokesman Kayla Wood, the service, which is powered by the GPT-4 family of models, will initially only be available to 10,000 test users. According to Wood, OpenAI uses direct content feeds and collaborates with outside partners to provide its search results. Eventually, the search functions should be integrated right into ChatGPT.

It’s the beginning of what may grow to be a significant challenge to Google, which has hurriedly integrated AI capabilities into its search engine out of concern that customers might swarm to rival firms that provide the tools first. Additionally, it places OpenAI more squarely against Perplexity, a business that markets itself as an AI “answer” engine. Publishers have recently accused Perplexity of outright copying their work through an AI summary tool.

OpenAI claims to be adopting a notably different strategy, suggesting that it has noticed the backlash. The business highlighted in a blog post that SearchGPT was created in cooperation with a number of news partners, including businesses such as Vox Media, the parent company of The Verge, and the owners of The Wall Street Journal and The Associated Press. “News partners gave valuable feedback, and we continue to seek their input,” says Wood.

According to the business, publishers would be able to “manage how they appear in OpenAI search features.” They still appear in search results, even if they choose not to have their content utilized to train OpenAI’s algorithms.

According to OpenAI’s blog post, “SearchGPT is designed to help users connect with publishers by prominently citing and linking to them in searches.” “Responses have clear, in-line, named attribution and links so users know where information is coming from and can quickly engage with even more results in a sidebar with source links.”

OpenAI gains from releasing its search engine in prototype form in several ways. Additionally, it’s possible to miscredit sources or even plagiarize entire articles, as Perplexity was said to have done.

There have been rumblings about this new product for several months now; in February, The Information reported on its development, and in May, Bloomberg reported even more. A new website that OpenAI has been developing that made reference to the transfer was also seen by certain X users.

ChatGPT has been gradually getting closer to the real-time web, thanks to OpenAI. The AI model was months old when GPT-3.5 was released. OpenAI introduced Browse with Bing, a method of internet browsing for ChatGPT, last September; yet, it seems far less sophisticated than SearchGPT.

OpenAI’s quick progress has brought millions of users to ChatGPT, but the company’s expenses are mounting. According to a story published in The Information this week, OpenAI’s expenses for AI training and inference might total $7 billion this year. Compute costs will also increase due to the millions of people using ChatGPT’s free edition. When SearchGPT first launches, it will be available for free. However, as of right now, it doesn’t seem to have any advertisements, so the company will need to find a way to make money soon.

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Google Revokes its Intentions to stop Accepting Cookies from Marketers

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Following years of delay, Google has announced that it will no longer allow advertisers to remove and replace third-party cookies from its Chrome web browser.

Cookies are text files that websites upload to a user’s browser so they can follow them around when they visit other websites. A large portion of the digital advertising ecosystem has been powered by this practice, which makes it possible to track people across many websites in order to target ads.

Google stated in 2020 that it would stop supporting certain cookies by the beginning of 2022 after determining how to meet the demands of users, publishers, and advertisers and developing solutions to make workarounds easier.

In order to do this, Google started the “Privacy Sandbox” project in an effort to find a way to safeguard user privacy while allowing material to be freely accessible on the public internet.

In January, Google declared that it was “extremely confident” in the advancement of its plans to replace cookies. One such proposal was “Federated Learning of Cohorts,” which would essentially group individuals based on similar browsing habits; thus, only “cohort IDs”—rather than individual user IDs—would be used to target them.

However, Google extended the deadline in June 2021 to allow the digital advertising sector more time to finalize strategies for better targeted ads that respect user privacy. Then, in 2022, the firm stated that feedback had indicated that advertisers required further time to make the switch to Google’s cookie replacement because some had resisted, arguing that it would have a major negative influence on their companies.

The business announced in a blog post on Monday that it has received input from regulators and advertisers, which has influenced its most recent decision to abandon its intention to remove third-party cookies from its browser.

According to the firm, testing revealed that the change would affect publishers, advertisers, and pretty much everyone involved in internet advertising and would require “significant work by many participants.”

Anthony Chavez, vice president of Privacy Sandbox, commented, “Instead of deprecating third-party cookies, we would introduce a new experience in Chrome that lets people make an informed choice that applies across their web browsing, and they’d be able to adjust that choice at any time.” “We’re discussing this new path with regulators and will engage with the industry as we roll it out.”

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 Samsung Galaxy Buds 3 Pro Launch Postponed Because of Problems with Quality Control

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At its Unpacked presentation on July 10, Samsung also debuted its newest flagship buds, the Galaxy Buds 3 Pro, with the Galaxy Z Fold 6, Flip 6, and the Galaxy Watch 7. Similar to its other products, the firm immediately began taking preorders for the earphones following the event, and on July 26th, they will go on sale at retail. But the Korean behemoth was forced to postpone the release of the Galaxy Buds 3 Pro and delay preorder delivery due to quality control concerns.

The Galaxy Buds 3 Pro went on sale earlier this week in South Korea, Samsung’s home market, in contrast to the rest of the world. However, allegations of problems with quality control quickly surfaced. These included loose case hinges, earbud joints that did not sit flush, blue dye blotches, scratches or scuffs on the case cover, and so on. It appears that the issues are exclusive to the white Buds 3 Pro; the silver devices are working fine.

Samsung reportedly sent out an email to stop selling Galaxy Buds 3 Pros, according to a Reddit user. These problems appear to be a result of Samsung’s inadequate quality control inspections. Numerous user complaints can also be found on its Korean community forum, where one consumer claims that the firm would enhance quality control and reintroduce the earphones on July 24.

 A Samsung official stated. “There have been reports relating to a limited number of early production Galaxy Buds 3 Pro devices. We are taking this matter very seriously and remain committed to meeting the highest quality standards of our products. We are urgently assessing and enhancing our quality control processes.”

“To ensure all products meet our quality standards, we have temporarily suspended deliveries of Galaxy Buds 3 Pro devices to distribution channels to conduct a full quality control evaluation before shipments to consumers take place. We sincerely apologize for any inconvenience this may cause.”

Should Korean customers encounter problems with their Buds 3 Pro devices after they have already received them, they should bring them to the closest service center for a replacement.

Possible postponement of the US debut of the Galaxy Buds 3 Pro

Samsung seems to have rescheduled the launch date and (some) presale deliveries of the Galaxy Buds 3 Pro in the US and other markets by one month. Inspect your earbuds carefully upon delivery to make sure there are no issues with quality control, especially if your order is still scheduled for July.

The Buds 3 Pro is currently scheduled for delivery in late August, one month after its launch date, on the company’s US store. Additionally, Best Buy no longer takes preorders for the earphones, and Amazon no longer lists them for sale.

There are no quality control difficulties affecting the Buds 3, and they are still scheduled for delivery by July 24, the day of launch. Customers of the original Galaxy Buds 3 Pro have reported that taking them out is easy to tear the ear tips. Samsung’s delay, though, doesn’t seem to be related to that issue.

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