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The article discusses the concept of 'golden datasets,' which are high-quality, curated datasets that can be used to train and evaluate AI models. It highlights the importance of these datasets in driving advancements in AI and the challenges involved in creating and maintaining them.

This article explores the growing demand for AI-related jobs by the year 2026, discussing the rapid advancements in artificial intelligence technology and the increasing need for skilled professionals in this field across various industries.

Hi HN, We just launched YC Roaster, a free YC application review service run by Lobster Capital. If you’re applying to Y Combinator, you can submit your application and get written feedback from founders who’ve actually gone through YC and built real companies. How it works * You submit your YC application (PDF) * It’s reviewed by successful YC founders in our network * Everyone gets written feedback * If we think you have a strong shot, we offer a short 1-on-1 Zoom call Why are we doing this for free? Lobster Capital is a VC fund that exclusively invests in YC companies. We’ve reviewed hundreds of YC applications over the years and backed 100+ YC startups. This is our way of giving back, and hopefully helping more strong teams get in. There’s no guarantee of acceptance, no pitch requirement, and no obligation to talk to us afterward. What we’re curious about * What parts of the YC application do founders struggle with the most? * What feedback have you found most useful when applying? Website: https://www.ycroaster.com Happy to answer questions or take feedback (including criticism).

Sharkey is an online platform that connects small businesses with customers, enabling them to showcase their products and services, and manage orders and payments. The website aims to support local entrepreneurs and foster economic growth in communities.

Apple announces record-breaking quarterly revenue of $143.8 billion, driven by strong iPhone, Mac, and Services sales. The company's results exceed market expectations and highlight its continued success in the technology industry.

The article discusses the shifting landscape of the Vaccine Injury Compensation Program (VICP), as some cases have been moved to federal court and new lawsuits have been filed against Merck regarding the HPV vaccine. It also examines the involvement of Robert F. Kennedy Jr. and his allies in challenging the U.S. Department of Health and Human Services on vaccine safety issues.

The article discusses the concept of 'agentic loops' - a framework for designing and scaling applications that empower users as active agents. It outlines two key loops: the 'decision loop' and the 'learning loop', and explains how these can be leveraged to create engaging and scalable user experiences.

The article discusses the development of Engram, a language model based on the LLaMA architecture, which aims to improve upon existing large language models. The project focuses on addressing challenges such as bias, toxicity, and interpretability, with the goal of creating a more robust and ethical AI system.

The Computer History Museum announces the 2026 Fellows Awards, recognizing individuals who have made significant contributions to the field of computer science and technology. The awards celebrate the innovators, pioneers, and leaders who have shaped the industry and inspired future generations.

The article discusses an upcoming clinical trial to test a rejuvenation method that aims to reverse the aging process in humans, marking a significant milestone in the field of longevity research.

The article explores the notion that America's cyber vulnerabilities may be self-inflicted, stemming from a lack of investment, outdated policies, and a failure to address underlying issues. It delves into the challenges the U.S. faces in bolstering its cyber defenses and the need for a comprehensive, long-term strategy to enhance national cyber resilience.

The article discusses the Electronic Frontier Foundation's (EFF) decision to close on Friday, January 20, 2026, in solidarity with a national shutdown. The shutdown is aimed at raising awareness about issues such as government surveillance, corporate privacy violations, and the need for stronger digital rights protections.

Capyconvert is a website that allows users to convert various file formats, including documents, images, and videos, into different formats. The site offers a range of free and paid conversion tools for personal and business use.

This article discusses the author's approach to organizing their film, TV, and book bookmarks using a combination of macOS Finder folders, keywords, and tagging. It provides a systematic method for managing a large collection of digital content and maintaining an efficient, streamlined bookmarking system.

The article discusses a technique called Automatic Data Enumeration, which allows for the discovery and extraction of structured data from websites without the need for manual scraping. It explores the potential benefits and challenges of this approach in the context of data-driven applications and research.

The article discusses the evolution of software development, highlighting the importance of adaptability, collaborative problem-solving, and embracing change in the face of constant technological advancements. It emphasizes the need for developers to continuously learn, experiment, and embrace a growth mindset to thrive in the ever-changing software landscape.

Meta, formerly Facebook, is investing $6 billion in an artificial intelligence research supercomputer, aiming to advance AI capabilities and build the 'metaverse' of the future.

The article discusses the development of skills and abilities for AI agents, focusing on areas such as exploration, planning, and reasoning. It covers various techniques and approaches to enhance the performance and capabilities of AI agents in complex environments.

Apple is facing increased pressure from the US government to weaken its encryption, with a new 'Encrypt It Already' campaign urging the company to enable full end-to-end encryption for iCloud backups. The campaign highlights the potential privacy and security risks of not having this feature, while Apple argues that it must balance user privacy with law enforcement access.

Apple has acquired an Israeli AI facial tracking company, Novaportal, for a reported $2 billion. The acquisition is expected to enhance Apple's expertise in facial recognition technology and its integration into various products and services.

The article explores the implications of giving an AI system unfettered access to a computer, warning that the consequences could be catastrophic if not properly controlled and monitored. It highlights the importance of responsible development and deployment of AI technologies to mitigate potential risks.

Anthropic and the Pentagon are in a dispute over the limits on the use of AI technology, which threatens a $200 million contract. The conflict centers around the Pentagon's desire for more control and less transparency over the AI systems, in contrast with Anthropic's stance on responsible AI development.