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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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@venturevillagewall · Post #3859 · 01/12/2025, 10:00 PM

Top Tech Announcements from CES 2025 🔍CES 2025 Highlights: 1. Roborock & Dreame: New vacuum robots with robotic arms, lifting items up to 500g. 2. Lenovo: Introduced ThinkBook Plus Gen 6 with expandable OLED display, from 14 to 16.7 inches. 3. Nvidia: Launched RTX 50 series, featuring DLSS 4 for significant performance boosts. 4. SwitchBot: Unveils modular robot K20 Plus Pro, combines various home tasks. 5. Razer: Debuted Project Ava, a real-time gaming assistant chat-bot. 6. Dell: Introduced a 32-inch QD-OLED monitor that adapts sound to user's head position. 7. TCL: Showcases Ai Me, a companion robot with interactive features. 8. Based Hardware: Reveals Omi, a wearable device with a neuro-helper powered by GPT-4. 9. Withings: Presents the Omnia smart mirror, integrating health data from wearables. 10. Halliday: Launches smart glasses with real-time translation capabilities. #CES2025#TechAnnouncements#Robots#AI#Nvidia#Gaming#Wearables#SmartHome#Lenovo#Roborock#Dreame#Razer#Dell#TCL#SmartGlasses#HealthTech#Innovations#Gadgets#VR#ComputerHardware#VC