#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
🗣#Superposition: Week 3 Galxe Quests
Superposition is an L3 built on Arbitrum, offering native liquidity and DeFi incentives.
It also uses Conduit tech — so by completing these, you’re farming two ecosystems at once.
New quest wave announced
What to do:
✔ Swap or add at least $10 liquidity on Camelot
✔ Make a swap on Longtail
✔ Claim 30 points on Galxe
☝️ Start trading on Bybit
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🌎 Quantum physics allows for the concept of “superposition,” where particles exist in multiple states at once. This principle forms the basis for theories suggesting that parallel worlds or dimensions might exist alongside our own. The famous “double-slit experiment” demonstrates superposition, as particles act as if they travel through two paths simultaneously. ✨
#quantum⚡#superposition⚡#multiverse
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