AI training

Tech Optimizer
July 21, 2025
Data is crucial for artificial intelligence, especially for inference workloads used in real-time decision-making across various platforms. Traditional centralized cloud-based AI inference struggles with demands for low latency and high availability, particularly in applications like autonomous vehicles and healthcare. Shifting AI inference to the edge reduces latency, enhances data privacy, and lowers bandwidth costs. Antony Pegg emphasizes the need for a multi-master active-active architecture that allows read and write operations at any node, ensuring data synchronization and high availability. Misconceptions about edge AI include beliefs that edge hardware can't handle AI workloads, that edge inference is limited to low-stakes use cases, and that centralized systems are necessary for data integrity. The shift to distributed inference can lead to reduced latency, faster insights, and lower costs, while supporting data compliance with regulations. Companies are adopting distributed PostgreSQL solutions with multi-master architecture for low latency and high availability. Enquire AI is an example of a company that improved performance and compliance by transitioning to pgEdge Cloud. This architecture allows for consistent data availability and supports scalable AI solutions at the edge.
Winsage
July 4, 2025
Microsoft announced 9,000 layoffs, bringing the total for the year to over 15,300, including cuts within Xbox. The layoffs are attributed to unrealistic fiscal expectations set by CFO Amy Hood, creating an environment of fear and uncertainty. There is a perception that these layoffs are part of a broader shift towards artificial intelligence, with Microsoft executives and shareholders reportedly resenting the investment in Activision-Blizzard. The company plans to invest billions in new AI training centers globally, raising concerns about the impact on its core gaming and consumer products. Microsoft’s AI products have faced criticism, and the company has been accused of losing sight of the human element in its consumer businesses. The recent layoffs have left employees feeling uncertain about their futures, and there is a growing sentiment that Microsoft lacks a coherent mission or ethos, prioritizing short-term gains over long-term innovation.
AppWizard
February 28, 2025
French voice actors of Apex Legends, led by Pascale Chemin, have rejected an agreement that would allow their vocal performances to be used for training artificial intelligence. Chemin and 31 other voice actors have collectively declined to sign the controversial clause, which is believed to be introduced by Electronic Arts. They expressed their refusal in a letter to the publisher, emphasizing the need for a clause that protects their voices in contracts. Chemin highlighted the precarious financial situation many voice actors face and the broader implications of AI on their profession, stating that agreeing to such terms would undermine their expertise and support the technology that could replace them.
TrendTechie
February 7, 2025
Meta is alleged to have unlawfully used pirated books for training its AI models, downloading at least 81.7 terabytes of data from torrent sources, including 35.7 terabytes from Z-Library. Internal communications reveal employee concerns about the legality of downloading pirated content, while leadership reportedly obscured their activities and operated in "stealth mode." Plaintiffs are seeking renewed interrogations of Meta personnel, claiming previous testimonies were misleading, and asserting that Meta's copyright infringements may involve distribution of pirated books. Meta defends its actions as falling under "fair use" and intends to challenge the allegations. Additionally, Meta and its products are prohibited in the Russian Federation due to being designated as extremist.
TrendTechie
February 4, 2025
Meta is facing a lawsuit in 2023 regarding the training of its LLM model, Llama, with allegations of using pirated content from torrent trackers. A judge has ordered the release of original documents, revealing internal discussions about the appropriateness of using torrents for AI training. An engineer raised concerns about using torrents on a corporate laptop, confirming the use of pirated content. There are indications that Mark Zuckerberg may have approved the use of such materials. Among the sources of pirated content was LibGen, a repository of pirated books and articles. Meta is defending its actions by citing the legal doctrine of "fair use."
Winsage
November 23, 2024
Windows Insiders in the Dev Channel are receiving a preview of the Recall AI feature for Copilot Plus PCs, which includes functionalities like Recall and Click to Do. Recall captures snapshots of user activities, allowing for easy retrieval through natural language queries and a scrollable timeline. It is an optional feature requiring user consent, initially available only on Qualcomm-powered Copilot Plus PCs, with plans to support Intel and AMD systems later. Users can control their snapshots, including deleting them and excluding specific apps from recording, while sensitive information is automatically protected. Microsoft assures that no snapshots are sent to the cloud or used for AI training, emphasizing user privacy and security. The Click to Do feature allows users to perform actions with text and images from captured snapshots and will eventually enable broader interactions with screen content. Recall's introduction was delayed due to security concerns, but Microsoft has enhanced its security framework, allowing users to opt-in or uninstall the feature.
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