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DuckDB 2.0 introduces VARIANT as a native data type, replacing text-based JSON storage. The engine analyzes JSON fields during checkpointing and extracts consistent fields—like a field that is always a number or always text—into real typed columns, leaving only the inconsistent or rare fields in a binary remainder.
Tom's Hardware installed Windows 7 on current gaming hardware and tested it against Windows 11 across eight DirectX 11 titles and two DirectX 9 titles. The outlet found Windows 7 posted notable performance advantages over Windows 11 in several of these games despite being 17 years old.
A new Entrepreneur opinion piece cites iHire's 2026 Toxic Workplace Trends Report, which found 79% of employees who experienced a toxic workplace blamed poor leadership and management rather than vague cultural issues. The author, drawing on nearly 20 years of corporate observation and an interview with Intero Digital's Jana Boone, argues executives often default to blaming 'culture' because it spreads responsibility rather than naming specific leadership decisions.
Twenty-five years ago, AMD released its Athlon XP processor line built on the Palomino core, which ran at lower clock speeds than Intel's Pentium 4 chips despite often matching or beating them in performance. To counter the industry's reliance on megahertz as a marketing yardstick, AMD introduced a Performance Rating naming scheme and the slogan 'Performance matters more than MHz.' Tom's Hardware testing at the time, led by Thomas Pabst, found Athlon XP chips beating higher-clocked Pentium 4 rivals in most benchmarks.
A recent survey reveals that 78% of managers have used AI tools in the past year to assist with preparing employee feedback and performance evaluations. Meanwhile, nearly 70% of employees report using AI regularly at work, though only a small fraction are aware that AI influences their reviews. The impact on feedback quality varies, with some employees finding it more specific and actionable, while others see it as more generic and less useful.
A commentary piece argues that employee happiness has declined across many workplaces compared to earlier eras, drawing on the author's own experience reminiscing about a past employer known for high morale. The piece suggests this drop in joy is not just a wellbeing issue but one tied directly to business outcomes.
An Android Authority columnist praises the Pixel 11 Pro's hardware, cameras and software but says testing uncovered three recurring weaknesses: inconsistent gaming performance, limited battery capacity, and slow wired charging. The writer cites a colleague's investigation finding that the Tensor GPU's rendering approach causes microstutters in games because it lacks native support for certain graphics features.
Microsoft is broadening its Advanced Shader Delivery (ASD) service beyond AMD Radeon GPUs to also support Intel, Nvidia and Qualcomm graphics hardware on Windows PCs, with support arriving later in October. ASD streams precompiled shaders from the cloud rather than requiring each PC to compile them locally, a process Microsoft says it can shrink from several minutes to a few seconds. The feature currently works with Gears of War: E-Day and was confirmed by DirectX program manager Wendy Ho in a company blog post.
A new set of patches to rustc and cargo, called 'Headstart' and enabled via -Zearly-metadata and -Zheadstart flags, lets dependent crates begin compiling against a dependency's early interface metadata (.early-rmeta) before that dependency's function bodies are fully type-checked. For cargo check, dependents can run to completion on this early metadata; for cargo build, dependents do their analysis early then wait for full metadata before code generation, releasing their job slot while waiting.
A piece by former competitive archer Juan Carlos recounts how increased desire to win and public scrutiny can heighten stress and degrade athletic performance, using his own experience at the Spanish indoor archery championship as an example. He describes arriving as a favorite but facing added pressure as an outsider using unconventional training methods.
An Android Authority writer describes keeping a four-year-old Nothing Phone 1 running after it reached the end of official software support. The fixes included a third-party battery replacement, switching to a slower 18W charger and thinner case to reduce heat, and moving to lighter, open-source apps to cut battery drain and improve speed.
Android Authority ran a two-week reader poll asking Pixel owners whether Android 17 QPR1, which began rolling out this month, introduced new problems. Of 1,458 respondents, about 68% reported some new issue, with performance (19%), UI behavior (16%), display glitches (14%) and connectivity (11%) as the top complaints, while nearly a third said they saw no new problems.