#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
🛍DEX aggregator from the TON Diamonds team
The team launched their Mini App of Dex Diamonds and updated the interface, now it is much more convenient and faster to “swap” tokens directly from #telegram, receiving #cashback in tokens for it ✨#GLINT.
#TonDiamondsDex achieved an impressive result — more than 100,000 transactions, and a trading turnover of $50 million, and this was achieved in 8 months.
Now there are several aggregators in the TON arena that provide a similar service. Let's see who comes out ahead!
DexDiamondsBot | Channel