SPW 147: Python multiprocessing, understanding user mental models, and more!

This week: Python multiprocessing, understanding user mental models, misconceptions about CSS specificity, and more! ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ SitePoint's weekly guide to the world of web dev and design. [View this email in your browser](~/AAAHUQA~/RgRoJK1YP0TbaHR0cHM6Ly9iZXJyaW1hLmVvY2FtcGFpZ24xLmNvbS93ZWItdmVyc2lvbj9lcD0yJmxjPTg3MDdlZTg2LTUyZjAtMTFlZS1hZjUyLTRiNTM4MmJhM2I5NCZwPTRiYzM3NTk2LTBkZTYtMTFlZi04MWQzLTJmMWMyMjAyODNiMiZwdD1jYW1wYWlnbiZ0PTE3MTU2MTE3MzYmcz0xNDE0OWE5N2JjNjMyYzcyMzYxOGJmOTNlMzdiMWI4ZmFlYTM3Y2MyNzhhZDc5YWY1YTc1ZWU4ZGNlNTczMzE4VwVzcGNldUIKZjVYKEJmAIdH7VIbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd) [Example logo] Issue #147• May 2024 [Vanilla logo](~/AAAHUQA~/RgRoJK1YP0UgNWVmMjk3ZGUzODhhYzlmOGVlZDA2NzJhOTA3MTFkNjVEVWh0dHBzOi8vd3d3Lmd1aWRkZS5jb20vP3V0bV9zb3VyY2U9bmV3c2xldHRlciZ1dG1fbWVkaXVtPWVtYWlsJnV0bV9jYW1wYWlnbj1zaXRlcG9pbnRXBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) [Magically create video documentation with AI](~/AAAHUQA~/RgRoJK1YP0UgNDFhY2U1ZWZkMjM5M2YzMzdmMWNmOWU3NWRiYzI4YmNEmGh0dHBzOi8vbWwuc2l0ZXBvaW50LmNvbS9saW5rL2MvWVQweU16RXhOemMyTmprMk5UZzFOREkyT1RrMkptTTlhVEp5TUNabFBUQW1ZajB4TWpFeE5qUXdOVGs1Sm1ROVpqWnJOM1V6YWc9PS5RcndWOWk0QWI0a0RRVndLRnU4Sk1QUnFQVUNPZk50blNGREwtMXBNQU1vVwVzcGNldUIKZjVYKEJmAIdH7VIbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd) guidde is the generative AI platform that lets anyone in your team create howto videos and visual documentation in seconds for your employees and customers. You can edit the video and audio, as easily as editing a presentation and embed them anywhere: Zendesk, ServiceNow, Gmail, Slack, Confluence, and much more. Use guidde for: Training and onboarding, new feature announcements, getting started kits, FAQs, and much more! [Start for free](~/AAAHUQA~/RgRoJK1YP0UgNWVmMjk3ZGUzODhhYzlmOGVlZDA2NzJhOTA3MTFkNjVEVWh0dHBzOi8vd3d3Lmd1aWRkZS5jb20vP3V0bV9zb3VyY2U9bmV3c2xldHRlciZ1dG1fbWVkaXVtPWVtYWlsJnV0bV9jYW1wYWlnbj1zaXRlcG9pbnRXBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) This week: Python multiprocessing and parallel programming, understanding user mental models, misconceptions about CSS specificity, improving Arm64 builds, and more! Lorenzo Bonannella ~/AAAHUQA~/RgRoJK1YP0UgNzE2MWI1N2RmMzZlMTBjYTA5NDIyZjNlNjUwYjIxNDBEQWh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vbXVsdGltb2RhbC1jaGF0Z3B0LXZvaWNlLXZpc2lvbi1pbWFnZXMvVwVzcGNldUIKZjVYKEJmAIdH7VIbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRoJK1YP0UgMzljOTQ2OGZjZGU1MWFhNTVlOGZjMjFhMjc3ZTc4OWZEOmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vbGFuZ2NoYWluLXB5dGhvbi1jb21wbGV0ZS1ndWlkZS9XBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~~/AAAHUQA~/RgRoJK1YP0UgZDA2OTljYWJmYzIzMDM2ZGY0YzQwNDg2OGIzNmNjODZENmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vcmVhY3Qtcm91dGVyLWNvbXBsZXRlLWd1aWRlL1cFc3BjZXVCCmY1WChCZgCHR-1SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~[A Guide to Python Multiprocessing and Parallel Programming](~/AAAHUQA~/RgRoJK1YP0UgOWU3YTJhMWY1NGUyYWMxMTc5ZDY3ZDA2NzM3ZjdjM2VERmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vcHl0aG9uLW11bHRpcHJvY2Vzc2luZy1wYXJhbGxlbC1wcm9ncmFtbWluZy9XBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) Speeding up computations is a goal that everybody wants to achieve. What if you have a script that could run ten times faster than its current running time? In this article, we’ll look at Python multiprocessing and a library called multiprocessing. We’ll talk about what multiprocessing is, its advantages, and how to improve the running time of your Python programs by using parallel programming. [Read now](~/AAAHUQA~/RgRoJK1YP0UgOWU3YTJhMWY1NGUyYWMxMTc5ZDY3ZDA2NzM3ZjdjM2VERmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vcHl0aG9uLW11bHRpcHJvY2Vzc2luZy1wYXJhbGxlbC1wcm9ncmFtbWluZy9XBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) 🗞️ FROM AROUND THE WEB [Measuring Users’ Mental Models](~/AAAHUQA~/RgRoJK1YP0UgYjcxOGJkYTdlNzhkOGQzYzg1YmFmY2IyMDAzNGI5NjlEOGh0dHBzOi8vdXhtYWcuY29tL2FydGljbGVzL21lYXN1cmluZy11c2Vycy1tZW50YWwtbW9kZWxzVwVzcGNldUIKZjVYKEJmAIdH7VIbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd) Writing in UX Magaazine, Lawton demonstrates how understanding a user's mental model is important for designing user friendly interfaces, and shows various methods for measuring and analyzing them in user research. Lawton Pybus [Misconceptions about CSS Specificity](~/AAAHUQA~/RgRoJK1YP0UgODE4N2MxNjdiNDVmNjcwYWEzZGFjYzgwNjYxMmNjZjdERGh0dHBzOi8vd3d3LmJyYW0udXMvMjAyNC8wNS8wNS9taXNjb25jZXB0aW9ucy1hYm91dC1jc3Mtc3BlY2lmaWNpdHkvVwVzcGNldUIKZjVYKEJmAIdH7VIbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd) Bramus helpfully clears up some common miscomceptions about CSS specificity. Bramus Van Damme 🍅 FRESH SITEPOINT CONTENT [View all](~/AAAHUQA~/RgRoJK1YP0UgZWMyY2Q0OGM4ZGI1NGVkYmY4OWJhY2U1MmMzMmM5MGJEH2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYmxvZy9XBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) ~/AAAHUQA~/RgRoJK1YP0UgMzQxMzEyYTcyODdjOTc5MDcwNDZhNzhjMDJiNGM5MWNEzGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vb3BlbmFpLWFwaS1weXRob24tZGF0YS1hbmFseXNpcy8_dXRtX3NvdXJjZT1uZXdzbGV0dGVyJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPXNwd18xMTRfZGF0YV9hbmFseXNpc193aXRoX3RoZV9vcGVuYWlfYXBpX2FuX2ludHJvX3RvX25ldF9ibGF6b3JfYW5kX21vcmUmdXRtX3Rlcm09MjAyMy0wOS0xNFcFc3BjZXVCCmY1WChCZgCHR-1SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRoJK1YP0UgZjk5YmJkY2FmZTU1ZTMwNzBlY2JiZmFmMWUwZWFhMDhEVGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYW4taW50cm9kdWN0aW9uLXRvLWxhbmdjaGFpbi1haS1wb3dlcmVkLWxhbmd1YWdlLW1vZGVsaW5nL1cFc3BjZXVCCmY1WChCZgCHR-1SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRoJK1YP0UgZGVkZDFiNDRiYmUwMzBkYzQyYmM1Y2VkYTljZWIwODJENmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vcmVtb3ZlLWJhY2tncm91bmQtcGhvdG9zaG9wL1cFc3BjZXVCCmY1WChCZgCHR-1SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRoJK1YP0UgNDI4Y2MyYTkwYTJhYWYxOGNkNDU4YWUwMzk0NjViYzhEMWh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vbm9kZS1qcy1tdWx0aXRocmVhZGluZy9XBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~[Cloud Native: How Ampere Is Improving Nightly Arm64 Builds](~/AAAHUQA~/RgRoJK1YP0UgNTgxY2IyZTYwYTBmYTQ3Yzk3YWE2OWM0ZGFiYWZmNzFEVGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vY2xvdWQtbmF0aXZlLWhvdy1hbXBlcmUtaXMtaW1wcm92aW5nLW5pZ2h0bHktYXJtNjQtYnVpbGRzL1cFc3BjZXVCCmY1WChCZgCHR-1SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~) Just before KubeCon NA 2023, in Chicago, the CNCF announced a new project to help CNCF projects create arm64/ Ampere runners to make their nightly native arm64 builds more secure, more efficiently use resources, and be much faster. Dave Neary & Aaron Williams ~/AAAHUQA~/RgRoJK1YP0UgMzQxMzEyYTcyODdjOTc5MDcwNDZhNzhjMDJiNGM5MWNEzGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vb3BlbmFpLWFwaS1weXRob24tZGF0YS1hbmFseXNpcy8_dXRtX3NvdXJjZT1uZXdzbGV0dGVyJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPXNwd18xMTRfZGF0YV9hbmFseXNpc193aXRoX3RoZV9vcGVuYWlfYXBpX2FuX2ludHJvX3RvX25ldF9ibGF6b3JfYW5kX21vcmUmdXRtX3Rlcm09MjAyMy0wOS0xNFcFc3BjZXVCCmY1WChCZgCHR-1SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRoJK1YP0UgNjI0NmVkZTYzNTJhOTdlYjAzZTljMDViNDgxZDgxMjBEM2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vZGVjb3JhdG9ycy1pbi10eXBlc2NyaXB0L1cFc3BjZXVCCmY1WChCZgCHR-1SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRoJK1YP0UgZTgxNjVmNjNiNzdmNTRiZTgzMzViMDA4ZGRkNzI5NDdEO2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vdHlwZXNjcmlwdC1wb2x5bW9ycGljLWNvbXBvbmVudHMvVwVzcGNldUIKZjVYKEJmAIdH7VIbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRoJK1YP0UgZTgxNjVmNjNiNzdmNTRiZTgzMzViMDA4ZGRkNzI5NDdEO2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vdHlwZXNjcmlwdC1wb2x5bW9ycGljLWNvbXBvbmVudHMvVwVzcGNldUIKZjVYKEJmAIdH7VIbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRoJK1YP0UgY2ExMGMzZjMzY2VlYzhmN2ZjYmJjNzE1ZjE5YWM2ZTBEOGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20va3ViZXJuZXRlcy1kZXZlbG9wZXItYmVuZWZpdHMvVwVzcGNldUIKZjVYKEJmAIdH7VIbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRoJK1YP0UgMGFmOTBmN2NmZmMwNTJlNDc5OGQ5OTc2NmM3NjVkMmVEO2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYXBwc2lnbmFsLW1vbml0b3JpbmctcHl0aG9uLWFwcHMvVwVzcGNldUIKZjVYKEJmAIdH7VIbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRoJK1YP0UgODI2OGZjNzg0MGE0OWNhYzQwMDVhNGU2YmE2M2YxNWZENmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYW1wZXJlLXByb2Nlc3NvcnMtZ2NjLWd1aWRlL1cFc3BjZXVCCmY1WChCZgCHR-1SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRoJK1YP0UgMmMwYmJjOWI2NTg5OThlOTM2ZThiNGI3Yjk5YjNmNjNEPWh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vbm9kZWpzLWxpdmUtcmVzdGFydHMtbm9kZW1vbi13YXRjaC9XBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~~/AAAHUQA~/RgRoJK1YP0UgMzgyNWU1MjI1YjBjMWNhZTM0NzI4MGZhYjVlNzlhNGVEW2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vcmVhY3QtaW50ZXJzZWN0aW9uLW9ic2VydmVyLWxhenktbG9hZC1pbmZpbml0ZS1zY3JvbGwtYW5pbWF0aW9ucy9XBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~[Enhancing DevSecOps Workflows with Generative AI](~/AAAHUQA~/RgRoJK1YP0UgYmU0OWIwYzQ4OWIzYzc2MDFlMDVhMWZmM2I1NWIxMzFEYWh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vZW5oYW5jaW5nLWRldnNlY29wcy13b3JrZmxvd3Mtd2l0aC1nZW5lcmF0aXZlLWFpLWEtY29tcHJlaGVuc2l2ZS1ndWlkZS9XBXNwY2V1QgpmNVgoQmYAh0ftUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) The advent of generative AI is set to revolutionize traditional DevSecOps practices by addressing the manual and labor-intensive aspects of the development lifecycle. The key, however, lies in integrating AI capabilities across the entire development process, not just during code creation. 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