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This Week I Learned - Week 31 2026

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This Week I Learned -  * " Models learn from "exhaust," the prompts people write, the tools agents use, and especially the corrections people make when the model is wrong. Every correction is distilled into institutional know-how.  In consuming intelligence, you are creating intelligence. If learning flows in only one direction, economic value converges toward the owners of the learning infrastructure rather than the creators of the knowledge itself. In the cloud era, enterprises accumulated data. In the AI era, they accumulate learning. A company should be able to use a model without giving up the knowledge that makes it unique. " - Satya Nadella * Wire services such as PTI, ANI, Reuters, AP, and AFP provide verified facts to other outlets, which then adapt the content to their own style. Their business model depends on reader trust in the accuracy of the wire’s reporting and on receiving compensation for the verification work. While search engines direct readers t...

Compact Business PCs Explained: Dell OptiPlex, Intel NUC and Lenovo ThinkCentre Tiny Desktops Compared

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For many people, a desktop computer conjures up images of a large tower sitting under a desk. Yet over the past decade, manufacturers such as Dell, Intel, ASUS, and Lenovo have shown that a capable desktop doesn't have to be much larger than a paperback book. Compact business desktops—including the Dell OptiPlex Micro , Intel NUC (now ASUS NUC ) , and Lenovo ThinkCentre Tiny series such as the M700 Tiny —typically occupy just around one litre of volume , earning them the nickname "1L PCs." Despite their small size, these machines often include desktop-class Intel Core processors, support up to 32–64 GB of RAM (depending on the model), NVMe SSD storage, Gigabit Ethernet, Wi-Fi, and the ability to drive multiple monitors. Many consume only 10–30 watts during typical office work, making them significantly more energy efficient than traditional desktop towers. Originally designed for enterprise environments where desk space and manageability were important, these systems ...

Cloud Watching 101

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As cloud architects, we spend our days designing systems in the cloud. Load balancers, autoscaling, fault tolerance, multi-region deployments—we know them inside out. But when was the last time you looked up at the original cloud? A children's book recently reminded me that the sky has its own architecture, complete with naming conventions that sound suspiciously like service tiers.  Clouds are mostly made of tiny water droplets, tiny ice crystals, or a mixture of both suspended in the air. The first well-designed "cloud taxonomy" predates cloud computing by about 220 years. In 1802, English pharmacist and amateur meteorologist Luke Howard borrowed Latin words—cirrus (“curl”), stratus (“layer”), cumulus (“heap”), and nimbus (“rain cloud”)—to create a cloud classification system so elegant that it’s still the global standard more than two centuries later. It's a reminder that well-designed taxonomies can stand the test of time—whether they're describing the atmosp...