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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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Crypto News & Web3 Events | TON Ecosystem

@tonevents_en · Post #1706 · 07/30/2025, 11:06 AM

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🚀TON Tokens: Is the Memecoin Scene Waking Up? The TON ecosystem keeps growing. Alongside the memecoins themselves, new services appear that make it easier to track data and trade. Trading bots are still few, but the trend is up. 🔍@x1000 — a token aggregator and chat assistant The bot pulls key stats on any token and replies as soon as someone posts a contract address. It works in direct messages or group chats, auto-showing fresh info. We’ve already added @x1000 to our work chat — no need to dig through explorers; the bot does it for us. 👨‍💻What the developer plans next Stepan, the creator (link above), says the next updates will add: 🟠 detailed holder stats 🟠 info on dev teams 🟠 a honey-pot check (can you actually sell the token?) 🟠 a scanner for new coins by custom filters 🟠 a possible scam indicator 💻Try the bot now in the comments or via DM. Just send a contract address, for example: EQA2kCVNwVsil2EM2mB0SkXytxCqQjS4mttjDpnXmwG9T6bO #TON#Memecoin#CryptoTools#TelegramTrading#CryptoNews

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