#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
Israel has struck Beirut once again, this time targeting Mar Elias Street; the heart of the capital and one of its most densely populated areas during the war, as countless displaced families from the suburbs have sought refuge there.
This relentless aggression is not just an attack on civilians; it’s a blatant violation of all norms of international law, crossing every red line.
#LebanonUnderAttack
#BeirutUnderAttack
#Israel is bombarding residential areas just meters from #Beirut International Airport, where civilian flights are landing in real time.
The strikes put thousands of innocent lives at immediate risk, blatantly violating international law by targeting civilian infrastructure and densely populated areas.
Yet where is the international outrage? Why does the world remain silent while Israel commits these acts with complete impunity? This isn’t just a tragedy for Lebanon—it’s a catastrophic precedent for global justice, human rights, and the rule of law.
#BeirutUnderAttack#InternationalLaw#StandWithLebanon