#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
🪂Airdrop » LayerX ✅️
💲Reward: Worth of $3000 #Manta
💎Presents Ratings: ⭐️⭐️⭐️⭐️⭐️
👑Winners: all user participants
➡️Airdrop Page Join For Layer X
📚 How to Join Airdrop?
↪️ layer X.... U earn valuable point just by your daily logins
↪️ Follow Twitter page Retweet the Pinned Post & Tag 3 Friends. (Required Task)
✏️Notes:Make sure to complete all tasks to receive rewards.
ℹ️Distribution Date: Layer X we will be on 28th April 2024
💥In the last 24 hours, $MANTA surged to $3.333, marking an increase of over 18%.
With the booming MantaNetwork ecosystem, here is the guide for you on how to get your #Manta wallet on the #TokenPocket mobile wallet and Chrome Extension Wallet.
Full Guide👉https://help.tokenpocket.pro/en/wallet-operation/how-to-create-a-wallet/manta
【Details】https://twitter.com/TokenPocket_TP/status/1750418329746210831
【Powered By】Crypto Box