#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
⚡️bemo: Final Opportunity for Genesis ONIONs
#ONION#NFT
The bemo channel announces the last chance to mint Genesis ONIONs NFTs, linked with the ONTON ecosystem. These NFTs offer access to an ONION airdrop, private sale, and voting power within the ONIONVerse. The deadline to mint is April 21.
Source: link
@tonlines
ONTON Launches ONION Genesis NFT Collection in Partnership with TON Society
TON Society SBT holders now get exclusive 24-hour early access to the mint — just one of the many perks of being part of the #TONSociety🔠
Plus, a portion of the upcoming $ONION airdrop is reserved for Genesis NFT holders. The more NFTs you collect, the greater your final reward.
⚙️How it works:
• Open the app
• Pay 5 TON to spin
• Unwrap a Gold, Silver, or Bronze ONION NFT
• Complete a full set to boost your airdrop multiplier
💎And this is just the beginning. More collabs and exclusive benefits for SBT holders are on the way
#ONION#TON#SBT#Airdrop