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Source channel @githubtrending · Post #14993 · Jul 24

#jupyter_notebook Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability. https://github.com/langchain-ai/rag-from-scratch

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Journey to Fluency

@fluencyinenglish · Post #7911 · 02/21/2026, 06:08 AM

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Spin (verb)/(noun) Verb: to present information in a favorable or strategic way Noun: a biased or strategic way of presenting information Example (verb): The government tried to spin the economic data as a success. دولت تلاش کرد داده‌های اقتصادی را به‌گونه‌ای ارائه کند که موفقیت‌آمیز به نظر برسد. Example (noun): The press secretary put a positive spin on the policy failure. سخنگوی مطبوعاتی به شکست سیاست، تفسیر مثبتی داد. Put a spin on : present something strategically She put a positive spin on the election results. او نتایج انتخابات را به شکل مثبتی تفسیر کرد. Spin doctor : political advisor who manages public perception The spin doctor tried to downplay the scandal. مشاور سیاسی سعی کرد رسوایی را کم‌اهمیت جلوه دهد. #idioms #discourseanalysis #criticalthinking #spin #framing #ielts#cae#fce

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