#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
➕7️⃣5️⃣2️⃣2️⃣% total profit from our VIP signals for the last week (28.10 - 04.11)
As usual, my weekly report!
You can clearly see how our results have changed compared to last week.
The market is very positive and this is just the beginning, the bull run will show us all what big money is and I do not advise you to miss such a rare opportunity.
Let's fly guys! New week - New records!
✅ +825% #GMI/SOL
✅ +476% #DOUG/SOL
✅ +436% #KAMALA47/WETH
✅ +411% #AVATAROS/SOL
✅ +370% #MORT/SOL
✅ +314% #JUJU/SOL
✅ +304% #WHATITIS/SOL
Write to me to become a VIP👇
@Riley_Fe
😳➕7️⃣5️⃣2️⃣2️⃣🔣total profit from our VIP signals for the last week 🔝(28.10 - 04.11) 🔝
😎 As usual, my weekly report!
You can clearly see how our results have changed compared to last week.😊
The market is very positive and this is just the beginning, the bull run will show us all what big money is and I do not advise you to miss such a rare opportunity.
✈️ Let's fly guys! New week - New records!✈️
✅ +825% #GMI/SOL
✅ +476% #DOUG/SOL
✅ +436% #KAMALA47/WETH
✅ +411% #AVATAROS/SOL
✅ +370% #MORT/SOL
✅ +314% #JUJU/SOL
✅ +304% #WHATITIS/SOL
✅ +304% #🗳/SOL
✅ +264% #SPEANUT/WETH
✅ +263% #SUKI/SOL
✅ +249% #ÆHEDGE/SOL
✅ +242% #DEVCAT/SOL
✅ +228% #DOGI/WETH
✅ +219% #HUMAN/SOL
✅ +215% #TRINA/SOL
✅ +209% #SENDISM/SOL
✅ +206% #MAMA/SOL
✅ +205% #REDO/SOL
✅ +184% #EGM/SOL
✅ +178% #APPLE AI/SOL
✅ +147% #SOLANA/SOL
✅ +143% #EAR/SOL
✅ +138% #BUTTERFLY/SOL
✅ +133% #GHOSTEUS/SOL
✅ +117% #DEGENAI/SOL
✅ +113% #PDJT/WETH
✅ +108% #3DMAN/SOL
✅ +103% #MOMA/SOL
✅ +83% #B4TS4K/SOL
✅ +73% #BTCWIZARD/WETH
✅ +71% #ΧΑΧΑ/SOL
✅ +70% #PRUMP/SOL
✅ +70% #CHOPIN/SOL
✅ +70% #DEFORG/SOL
✅ +67% #MERLIN/WETH
✅ +57% #XAU/WETH
✅ +52% #EZSIS/SOL
❎ -50% #TSUYU/WETH
❎ -30% #PIPI/WETH
❎ -30% #SIGH/SOL
❎ -30% #PENGUIN/WETH
❎ -30% #SNOO/WETH
❎ -15% #GRUK/SOL
❎ -10% #NEKO/SOL
Join our VIP channel and get these results every day👇@Riley_Fe