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Source channel @githubtrending · Post #15433 · Jan 23

#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

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BBC Learning English

@english_bbc_learning · Post #3909 · 01/31/2026, 12:57 PM

Stress changes meaning — but you have to hear it to notice it 👂 Some English words look the same as nouns and verbs, but the stress moves — and it sounds very different. Watch these short videos to actually hear it: 📹https://youtu.be/Hh1PlngNt2Q?t=64 📹https://www.youtube.com/watch?v=7q8yk896pnc ⁣ Listening is the only way you’ll spot the difference. Try saying these aloud after you watch 🎤 #EnglishLearning#Pronunciation#RealEnglish

BBC Learning English

@english_bbc_learning · Post #3908 · 01/26/2026, 12:16 PM

5 phrasal verbs with “PAY” I shared the questions first on purpose — to make you think before seeing the meanings. That struggle helps the meanings stick better than passive reading. If a meaning surprised you, that’s good — it means your brain is actually learning. #EnglishLearning#PhrasalVerbs#LearnEnglish#RealEnglish

Journey to Fluency

@fluencyinenglish · Post #7907 · 02/16/2026, 05:43 AM

To be herded into doing something Meaning (short): to be forced or strongly pressured into doing something without real choice. توضیح فارسی: عبارت to be herded into doing something یعنی فرد یا گروهی به‌صورت اجباری یا تحت فشار شدید و بدون اختیار واقعی به انجام کاری سوق داده می‌شوند؛ معمولاً با حس کنترل شدن، مثل راندن گله. این نشان می‌دهد که در شرایطی که پوشش رسانه‌ای شدید و جهت‌دار درباره یک اتهام وجود دارد، ممکن است افکار عمومی بدون فرصت بررسی مستقل و انتقادی به سمت پذیرش یک روایت خاص سوق داده شوند؛ یعنی عملاً «گله‌وار» به یک نتیجه هدایت شوند، نه اینکه آگاهانه آن را انتخاب کنند. #Vocabulary #AcademicEnglish #CriticalThinking #MediaLiteracy #DiscourseAnalysis #PowerOfLanguage #EnglishLearning #AdvancedEnglish