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Source channel @githubtrending · Post #15433 · Jan 23

#python#deepseek#demo#easy#embedding#flask#gpt#huggingface_transformers#llm#mcp#multimodal#openai#qwen#rag#sentence_transformers#ui#vllm#vlm UltraRAG is a lightweight framework that makes building retrieval-augmented generation (RAG) systems simple and fast. It uses a low-code approach where you write just dozens of lines of YAML configuration instead of complex code to create sophisticated AI workflows with conditional logic and loops. The framework includes a visual development environment where you can drag-and-drop to build pipelines, adjust parameters in real-time, and instantly convert your logic into interactive chat applications. This means you can deploy powerful AI systems that ground answers in your own data—reducing hallucinations and improving accuracy—without needing extensive coding expertise or lengthy development cycles. https://github.com/OpenBMB/UltraRAG

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#python #deepseek #demo #easy #embedding #flask #gpt #huggingface_transformers #llm #mcp #multimodal #openai #qwen #rag #sentence_transformers #ui #vllm #vlm

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

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#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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#java #cloud_native #hacktoberfest #kubernetes #reactive

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

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#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

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#kotlin #android #awt #compose #declarative_ui #desktop #gui #ios #javascript #multiplatform #reactive #swing #ui #wasm #web #webassembly