#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
[LUCKY BOX SESSION 2 - OFFICIALLY LIVE] 🎉
🚀 Lucky Box Session 2 is now open for sale! Don't miss your chance to grab exclusive rewards and NFTs for SingSing Tycoon!
💰 Price:
✅ 150 Boxes for Everyone: 800 RUBY each
✅ 50 Boxes for Pioneer NFT Holders: 400 RUBY each
🖇Purchase Link: https://t.me/SingSing_TG_bot/app?startapp=_marketplace
🎁 What's inside? KTV NFT or Karaoke Box NFT for the upcoming SingSing Tycoon game!
🗓 Sale Time: 13:00 UTC, Sep 10
⏳ Hurry before they’re all gone! Good luck! 🍀
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🚨 Kara Box Session 2 is NOW ON SALE! 🚨
🕐 Sale Time: 13:00 UTC - Sep 18
💰 Price: 300 RUBY
🎁 Quantity: 300
🔗Purchase Link: https://t.me/SingSing_TG_bot/app?startapp=_marketplace
💥 Unbox a random 200-400 $KARA to use in the upcoming SingSing Tycoon Game! 🔥
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Hurry before they're gone! 🎉
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🚨 Kara Box Session 2 - few hours to go! 🚨
🕐 Sale Time: 13:00 UTC - Sep 18
💰 Price: 300 RUBY
🎁 Quantity: 300
💥 Unbox and get a random 200-400 $KARA when SingSing Tycoon Game launches! 🔥
#SingSing#Tycoon#KaraBox#Session2
🚨 Kara Box Session 2 is almost here! 🚨
🕐 Sale Time: 13:00 UTC - Sep 18
💰 Price: 300 RUBY
🎁 Quantity: 300
💥 Unbox and get a random 200-400 $KARA when SingSing Tycoon Game launches! 🔥
🔔 What’s $KARA?
💸 It's the in-game currency for SingSing Tycoon Game, used to buy items, boosts, and upgrades to grow your earnings!
🎮 Earn $KARA by completing tasks or purchasing with TON in the future.
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