SPW 133: Get to know signals in Django, build an AI-powered search engine, and more!

This week: Get to know signals in Django, build an AI-powered search engine, user authentication in React, and more! ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ SitePoint's weekly guide to the world of web dev and design. [View this email in your browser](~/AAAHUQA~/RgRno4TZP0TbaHR0cHM6Ly9iZXJyaW1hLmVvY2FtcGFpZ24xLmNvbS93ZWItdmVyc2lvbj9lcD0yJmxjPTg3MDdlZTg2LTUyZjAtMTFlZS1hZjUyLTRiNTM4MmJhM2I5NCZwPTY3MTkxMWUyLWJjNjEtMTFlZS1hMmFmLTZiZTM3MTAwZjEyYyZwdD1jYW1wYWlnbiZ0PTE3MDcxNDcyMjUmcz04ZjNkZWMzZTcxODgyMDk0YmExMjA4ZTdkZmUyOWFkMTExNDI2Yjc5NzMwNTQ1YTA0OTMxNDBhOTVmMzdiNzU2VwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd) [Example logo] Issue #133• February 2024 [GitLab logo](~/AAAHUQA~/RgRno4TZP0UgMjEwYzM1MmI0YWM5NTEzMjA4OWEzY2FkZWM3ZWMxYmVEgmh0dHBzOi8vc3J2LmJ1eXNlbGxhZHMuY29tL2Fkcy9sb25nL3gvVENXNUdLWkhUVFRUVFRESTY1QU5QVFRUVFRUR1MyTVlLV1RUVFRUVE9UTFM0N1ZUVFRUVFRTQkwyM1RNUDVEVjJZQVdQN0xXVkg0TVQyWjdQWUFDQUFMTDU3TVRXBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) [The most comprehensive AI-powered DevSecOps tool](~/AAAHUQA~/RgRno4TZP0UgNzUzZmM3NzYyZDFjZTkyMjZlYzUwOWNmMzJiYmI3MjFEmGh0dHBzOi8vbWwuc2l0ZXBvaW50LmNvbS9saW5rL2MvWVQweU16RXhOemMyTmprMk5UZzFOREkyT1RrMkptTTlhVEp5TUNabFBUQW1ZajB4TWpFeE5qUXdOVGs1Sm1ROVpqWnJOM1V6YWc9PS5RcndWOWk0QWI0a0RRVndLRnU4Sk1QUnFQVUNPZk50blNGREwtMXBNQU1vVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd) Balance speed and security in a single platform. Automate software delivery, boost productivity, and secure your end-to-end software supply chain. GitLab helps your team Software Faster. [30-day Free Trial](~/AAAHUQA~/RgRno4TZP0UgMjEwYzM1MmI0YWM5NTEzMjA4OWEzY2FkZWM3ZWMxYmVEgmh0dHBzOi8vc3J2LmJ1eXNlbGxhZHMuY29tL2Fkcy9sb25nL3gvVENXNUdLWkhUVFRUVFRESTY1QU5QVFRUVFRUR1MyTVlLV1RUVFRUVE9UTFM0N1ZUVFRUVFRTQkwyM1RNUDVEVjJZQVdQN0xXVkg0TVQyWjdQWUFDQUFMTDU3TVRXBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) This week: Get to know signals in Django, build an AI-powered search engine, user authentication in React, and more! Kabaki Antony ~/AAAHUQA~/RgRno4TZP0UgYzE0YjkwMzMyZTExNmNmZjQ3OWM4NDYxYjRmZmE4OGREQWh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vbXVsdGltb2RhbC1jaGF0Z3B0LXZvaWNlLXZpc2lvbi1pbWFnZXMvVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRno4TZP0UgNTI4ZmQwNDFjODA3N2I4MDAwMDAxN2Q1MDQ5MGM1YjBEOmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vbGFuZ2NoYWluLXB5dGhvbi1jb21wbGV0ZS1ndWlkZS9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~~/AAAHUQA~/RgRno4TZP0UgZGRmNjVjZjdhYTUxYjIxNGE0ZWJlOWRhNTE2NjdmNTlENmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vcmVhY3Qtcm91dGVyLWNvbXBsZXRlLWd1aWRlL1cFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~[Understanding Signals in Django](~/AAAHUQA~/RgRno4TZP0UgMDI4OWQ1ZTFmYjVlNGYwNzI5M2ZkNzZlNDZiYmViYWNEOmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vdW5kZXJzdGFuZGluZy1zaWduYWxzLWluLWRqYW5nby9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) Signals are a communication mechanism between different parts of a Django project that enable components to send notifications to trigger actions in response to events. In this tutorial, we’ll walk through the basics of Django signals, covering how they enable maintenance of modular and scalable codebase, exploring some of the built-in signals, and looking at how we can define custom signals. [Read now](~/AAAHUQA~/RgRno4TZP0UgMDI4OWQ1ZTFmYjVlNGYwNzI5M2ZkNzZlNDZiYmViYWNEOmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vdW5kZXJzdGFuZGluZy1zaWduYWxzLWluLWRqYW5nby9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) 🗞️ FROM AROUND THE WEB [htmx 2.0.0-alpha1 released](~/AAAHUQA~/RgRno4TZP0UgNjY1MDg4MjYyMmJlOTA1OTZmMDExZDkzYzk2NmZlMWRESWh0dHBzOi8vdjItMHYyLTAuaHRteC5vcmcvcG9zdHMvMjAyNC0wMS0yNi1odG14LTItMC0wLWFscGhhMS1pcy1yZWxlYXNlZC9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) htmx version 2 is around the corner; an alpha version has just been released. Need a quick introduction to this exciting new library? [Check out our article here](~/AAAHUQA~/RgRno4TZP0UgZGNiZTMxYWMwOTNmZWMxMzg1NDkwNmM1YzhkMDJjODJELGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vaHRteC1pbnRyb2R1Y3Rpb24vVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd). htmx [New to the web platform in January](~/AAAHUQA~/RgRno4TZP0UgNTNiMGQ4YzA2ZDQyY2RjOGI0ZDZmNzJlOWUzNmM2MGVEKWh0dHBzOi8vd2ViLmRldi9ibG9nL3dlYi1wbGF0Zm9ybS0wMS0yMDI0VwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd) Rachel presents her monthly overview of the interesting features that have landed in stable and beta web browsers. Rachel Andrew 🍅 FRESH SITEPOINT CONTENT [View all](~/AAAHUQA~/RgRno4TZP0UgYjJkMGIzYjJmMDM1MjA5NDVkNTYyNWUxNzIwYzFkNzNEH2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYmxvZy9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) ~/AAAHUQA~/RgRno4TZP0UgYmZmNzdlY2EwMjllMDIyZjA4N2RjYmI5M2VhYWJiMGZEzGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vb3BlbmFpLWFwaS1weXRob24tZGF0YS1hbmFseXNpcy8_dXRtX3NvdXJjZT1uZXdzbGV0dGVyJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPXNwd18xMTRfZGF0YV9hbmFseXNpc193aXRoX3RoZV9vcGVuYWlfYXBpX2FuX2ludHJvX3RvX25ldF9ibGF6b3JfYW5kX21vcmUmdXRtX3Rlcm09MjAyMy0wOS0xNFcFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRno4TZP0UgNDJmZmIzNDcyNjkwNWZmYTQ3YTFmNDdmNTY4MzQ1ZGNEVGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYW4taW50cm9kdWN0aW9uLXRvLWxhbmdjaGFpbi1haS1wb3dlcmVkLWxhbmd1YWdlLW1vZGVsaW5nL1cFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRno4TZP0UgZTVjNjFhYjViZTlmZmQzNTEzZWM1OGE1MTJkZjk0ZjBENmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vcmVtb3ZlLWJhY2tncm91bmQtcGhvdG9zaG9wL1cFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~[AI-Powered Search Engine With Milvus Vector Database on Vultr](~/AAAHUQA~/RgRno4TZP0UgY2ExOTVmYzRmYmU4NDFiZDI4MjkwYmZkZjhlMjY2MzVEWGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYWktcG93ZXJlZC1zZWFyY2gtZW5naW5lLXdpdGgtbWlsdnVzLXZlY3Rvci1kYXRhYmFzZS1vbi12dWx0ci9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) Learn how to build an AI-powered search engine with Milvus Vector Database on Vultr, This guide shows you how to use a HuggingFace dataset with Milvus Vector Database and build a question-answering search engine. Vultr ~/AAAHUQA~/RgRno4TZP0UgYmZmNzdlY2EwMjllMDIyZjA4N2RjYmI5M2VhYWJiMGZEzGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vb3BlbmFpLWFwaS1weXRob24tZGF0YS1hbmFseXNpcy8_dXRtX3NvdXJjZT1uZXdzbGV0dGVyJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPXNwd18xMTRfZGF0YV9hbmFseXNpc193aXRoX3RoZV9vcGVuYWlfYXBpX2FuX2ludHJvX3RvX25ldF9ibGF6b3JfYW5kX21vcmUmdXRtX3Rlcm09MjAyMy0wOS0xNFcFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRno4TZP0UgNGM1NGE3NzYxYjAwM2I5Y2Y3NTRkNGQ5ZjZiNzhjNmNEM2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vZGVjb3JhdG9ycy1pbi10eXBlc2NyaXB0L1cFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRno4TZP0UgYTNjNGMzYTJjZTQ4NjQ2MDc5MzBjMzE3ZDVlZDI2NzFEO2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vdHlwZXNjcmlwdC1wb2x5bW9ycGljLWNvbXBvbmVudHMvVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRno4TZP0UgYTNjNGMzYTJjZTQ4NjQ2MDc5MzBjMzE3ZDVlZDI2NzFEO2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vdHlwZXNjcmlwdC1wb2x5bW9ycGljLWNvbXBvbmVudHMvVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRno4TZP0UgZmQzODYxZjcyNGMyZDNkYmQyOWFlZjE3ZGFlZjg4OTREOGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20va3ViZXJuZXRlcy1kZXZlbG9wZXItYmVuZWZpdHMvVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRno4TZP0UgYTRlZjdiODkwNjNiODdjMjNiODcwNWFjZjZlYTdkZjZEO2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYXBwc2lnbmFsLW1vbml0b3JpbmctcHl0aG9uLWFwcHMvVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRno4TZP0UgNWJhZTIxNWZhYzQ2NTBiOTAyNjYyOGIzZGM0MzI2NzRENmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYW1wZXJlLXByb2Nlc3NvcnMtZ2NjLWd1aWRlL1cFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRno4TZP0UgNDVhOTJkNWI3ZGU4MTZjN2E0MmMwNjIwYjZlZWZjMDZEPWh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vbm9kZWpzLWxpdmUtcmVzdGFydHMtbm9kZW1vbi13YXRjaC9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~~/AAAHUQA~/RgRno4TZP0UgN2MyZDMxZDYxZmVhN2RiMWUzNDkyNWU4YjYxNTY4NzVESGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vd2hhdC1kb2VzLXRoZS1qYXZhLXZpcnR1YWwtbWFjaGluZS1kby1hbGwtZGF5L1cFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~[Implementing User Authentication in React Apps with Appwrite](~/AAAHUQA~/RgRno4TZP0UgMmNjNGI4NjZhMjUwMDc3ZTg1ZWE2ZWQ3NzEyZTg5NGNEPWh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYXBwd3JpdGUtcmVhY3QtdXNlci1hdXRoZW50aWNhdGlvbi9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) Learn the steps and best practices for implementing a reliable and user-friendly authentication system in React apps using Appwrite. Yemi Ojedapo ~/AAAHUQA~/RgRno4TZP0UgYmZmNzdlY2EwMjllMDIyZjA4N2RjYmI5M2VhYWJiMGZEzGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vb3BlbmFpLWFwaS1weXRob24tZGF0YS1hbmFseXNpcy8_dXRtX3NvdXJjZT1uZXdzbGV0dGVyJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPXNwd18xMTRfZGF0YV9hbmFseXNpc193aXRoX3RoZV9vcGVuYWlfYXBpX2FuX2ludHJvX3RvX25ldF9ibGF6b3JfYW5kX21vcmUmdXRtX3Rlcm09MjAyMy0wOS0xNFcFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRno4TZP0UgNGM1NGE3NzYxYjAwM2I5Y2Y3NTRkNGQ5ZjZiNzhjNmNEM2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vZGVjb3JhdG9ycy1pbi10eXBlc2NyaXB0L1cFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~~/AAAHUQA~/RgRno4TZP0UgYTNjNGMzYTJjZTQ4NjQ2MDc5MzBjMzE3ZDVlZDI2NzFEO2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vdHlwZXNjcmlwdC1wb2x5bW9ycGljLWNvbXBvbmVudHMvVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRno4TZP0UgYTNjNGMzYTJjZTQ4NjQ2MDc5MzBjMzE3ZDVlZDI2NzFEO2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vdHlwZXNjcmlwdC1wb2x5bW9ycGljLWNvbXBvbmVudHMvVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRno4TZP0UgZmQzODYxZjcyNGMyZDNkYmQyOWFlZjE3ZGFlZjg4OTREOGh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20va3ViZXJuZXRlcy1kZXZlbG9wZXItYmVuZWZpdHMvVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRno4TZP0UgYTRlZjdiODkwNjNiODdjMjNiODcwNWFjZjZlYTdkZjZEO2h0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vYXBwc2lnbmFsLW1vbml0b3JpbmctcHl0aG9uLWFwcHMvVwVzcGNldUIKZbvZ_8BlxFEKr1IbdHJpc3RyYW1iYWxkd2luOTFAZ21haWwuY29tWAQAAGQd~/AAAHUQA~/RgRno4TZP0UgOTM5YjhlYmZjZjRkNWJkMWY1OTI0OWY2ZTE0MWM2ZjREOmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vZmxhc2stbG9naW4tdXNlci1hdXRoZW50aWNhdGlvbi9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~~/AAAHUQA~/RgRno4TZP0UgOTM5YjhlYmZjZjRkNWJkMWY1OTI0OWY2ZTE0MWM2ZjREOmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vZmxhc2stbG9naW4tdXNlci1hdXRoZW50aWNhdGlvbi9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~~/AAAHUQA~/RgRno4TZP0UgYzViMWFjNWY3NTA3NGVjZDgxNDBlZTUyYmUxN2E0MTFEOmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vd29vY29tbWVyY2UtdnMtd2l4LW9ubGluZS1zdG9yZS9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~~/AAAHUQA~/RgRno4TZP0UgMGZhN2UyMTZkYjdjNzA0ODJhMzFlNTY4ODhhZmFkNGNETmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vdGFzay1hdXRvbWF0aW9uLWFuZC1kZWJ1Z2dpbmctd2l0aC1haS1wb3dlcmVkLXRvb2xzL1cFc3BjZXVCCmW72f_AZcRRCq9SG3RyaXN0cmFtYmFsZHdpbjkxQGdtYWlsLmNvbVgEAABkHQ~~[Why React Icons May Be the Only Icon Library You Need](~/AAAHUQA~/RgRno4TZP0UgNGFjODU2NWUyNWIwMWQ3MjRmY2UzMTZhNTZhNTUwZDJELmh0dHBzOi8vd3d3LnNpdGVwb2ludC5jb20vcmVhY3QtaWNvbnMtbGlicmFyeS9XBXNwY2V1Qgplu9n_wGXEUQqvUht0cmlzdHJhbWJhbGR3aW45MUBnbWFpbC5jb21YBAAAZB0~) Learn how to use React Icons and other React-ready icon libraries to easily add ready-made SVG icons to your React projects. 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