Mars @Marsframework

Initialize Xlog at app startup and store logs in a dedicated folder to prevent non-log files from being wiped by cleanup. For apps with multiple processes, assign each its own log file for better organization. With Tencent Mars, this keeps logs clean.

A 100% open-source alternative to n8n! Sim is a drag-and-drop open-source platform to build and deploy Agentic workflows. - Runs 100% locally - Works with any local LLM I used it to build a finance assistance app & connected it to Telegram in minutes. The workflow is simple:…

Mars, battle-tested within WeChat for billions of users, ensures stable performance and reliable connectivity across a wide range of devices and networks. Its proven design makes it a trusted solution for large-scale, real-world operations.

RAG-Anything: #1 on GitHub Trending! A huge thank you to the open-source community for your incredible support—clearly, the demand for multi-modal RAG is immense! Easy-to-use: github.com/HKUDS/RAG-Anyt… Try RAG-Anything: The ultimate All-in-One RAG Framework 🌟 Key Features of…

Mars eliminates the headache of cross-platform development with one powerful networking framework that runs flawlessly on Android, iOS, macOS, Windows, and UWP.

Run 70B LLMs on a 4GB GPU with layer-wise inference and memory optimization, quantization optional

Make sure to initialize Xlog when your app starts and use an exclusive folder for logs. This way, you avoid having non-log files accidentally deleted by the cleansing function. If your app runs multiple processes, give each one its own log file to keep things organized.

RAG-Anything hit 5K+ stars on GitHub in only 3 months! 🚀⭐ 📈 The demand for Beyond Text, multi-modal RAG is HUGE! Modern documents are rich with images, tables, charts, and equations - traditional text-only RAG just isn't enough anymore. 🔗 github.com/HKUDS/RAG-Anyt… 🔥 What…

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STN is Mars’s adaptive networking backbone built to keep apps fast and unshakable. It dynamically orchestrates connections, picks the smartest IP routes, and fine-tunes retries on the fly. By continuously reading live network conditions, STN delivers the speed and stability…

Google open-sourced LangExtract Python library! It uses LLMs to extract entities, attributes, and relations with exact source grounding from unstructured documents. Flexible LLM support (Gemini, OpenAI, Ollama) 100% open-source.

Mobile apps face the challenge of delivering strong functionality without draining battery life. Achieving that balance requires smart management of how and when data is used. Mars addressed this by implementing efficient background processes, adaptive data syncing, and…

Introducing Orchids v2 - the worlds first AI Full Stack Engineer Comment below for unlimited credits

Kevin Lu @kevinlu625

2 weeks ago

Introducing Orchids v2 - the worlds first AI Full Stack Engineer Comment below for unlimited credits

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Tencent Mars powers seamless data transmission across iOS, Android, and Windows with efficient long- and short-connection solutions. Built for mobile, it minimizes power and traffic use while maximizing reliability. With core modules like Comm, Xlog, SDT, and STN, Mars delivers…

When I started LLMs-from-scratch I just hoped it might help a few people learn. Just saw the GitHub the repo has now been forked 10k times! More than the stars, the best part is seeing thousands of people actually use and build on the code ☺️

We offer a flexible, modular architecture that enables developers to integrate only the components their mobile apps require whether it’s networking, diagnostics, or logging. Each module operates independently, allowing teams to take a customized approach to app development.…

Updated & turned my Big LLM Architecture Comparison article into a narrated video lecture. The 11 LLM architectures covered in this video: 1. DeepSeek V3/R1 2. OLMo 2 3. Gemma 3 4. Mistral Small 3.1 5. Llama 4 6. Qwen3 7. SmolLM3 8. Kimi 2 9. GPT-OSS 10. Grok 2.5 11. GLM-4.5

Mobile networks can be unpredictable. Mars helps developers tackle this with smart connection management, retry strategies, logging, and diagnostics designed to keep mobile apps connected in real-world conditions.

While learning various algorithms, the visualization plays a significant role in grasping the concepts easily. The algorithm-visualizer.org is an excellent resource with amazing collections of algorithms.

Mars is an open-source, cross-platform network library from Tencent’s WeChat team. Lightweight, MIT-licensed, and production-proven, it powers efficient, reliable data transmission across Android, iOS, Windows, and macOS.

Fine-tune 100+ LLMs directly from a UI! LLaMA-Factory lets you train and fine-tune open-source LLMs and VLMs without writing any code. Supports 100+ models, multimodal fine-tuning, PPO, DPO, experiment tracking, and much more! 100% open-source, 57k stars!