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Source channel @githubtrending · Post #15295 · Nov 11

#python#ai#faiss#gpt_oss#langchain#llama_index#llm#localstorage#offline_first#ollama#privacy#python#rag#retrieval_augmented_generation#vector_database#vector_search#vectors LEANN is a tiny, powerful vector database that lets you turn your laptop into a personal AI assistant capable of searching millions of documents using 97% less storage than traditional systems without losing accuracy. It works by storing a compact graph and computing embeddings only when needed, saving huge space and keeping your data private on your device. You can search your files, emails, browser history, chat logs, live data from platforms like Slack and Twitter, and even codebases—all locally without cloud costs. This means fast, private, and efficient AI-powered search and retrieval on your own laptop. https://github.com/yichuan-w/LEANN

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@githubtrending · Post #14658 · 05/01/2025, 03:00 PM

#java#cloud_native#hacktoberfest#java#kubernetes#reactive Quarkus is a Java framework designed for cloud-native and container-first applications, making Java apps start up much faster and use less memory, which lowers cloud costs. It supports both traditional and reactive programming styles in one framework, so you can develop efficiently without learning new tools. Quarkus uses build-time processing and can compile to native images for even better performance. It integrates popular Java standards and libraries, making development smoother and more enjoyable. This means you can build modern, fast, and cost-effective Java applications easily, especially for Kubernetes and cloud environments[1][2][4][5]. https://github.com/quarkusio/quarkus

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@githubtrending · Post #14682 · 05/07/2025, 01:30 PM

#kotlin#android#awt#compose#declarative_ui#desktop#gui#ios#javascript#kotlin#multiplatform#reactive#swing#ui#wasm#web#webassembly Compose Multiplatform is a Kotlin-based framework by JetBrains that lets you build user interfaces for multiple platforms—iOS, Android, desktop (Windows, macOS, Linux), and web—using mostly shared code. It is based on Jetpack Compose for Android, so you can use similar APIs across platforms, speeding up development and ensuring consistent UI design. iOS support is in beta, web is in alpha, and desktop and Android are stable. You can also access native features like camera or maps easily. This helps you save time, reduce bugs, and create apps that work well everywhere with less effort. https://github.com/JetBrains/compose-multiplatform