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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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Venture Village Wall 🦄

@venturevillagewall · Post #4045 · 02/01/2025, 01:00 PM

ChatGPT Hits 15.5 Million Subscribers ChatGPT now boasts 15.5 million paid subscribers, showing a significant surge of over 4 million since September. While subscribers account for about 5% of total users, OpenAI's revenue from subscriptions has risen, with Pro subscriptions outpacing Enterprise offerings. A substantial increase in API revenue has also been noted, growing sevenfold despite price cuts. Currently, projections estimate annual revenue at $3.4 billion, amidst discussions for a $40 billion investment round valuing the company at $260 billion, reflecting a 73% rise since October 2024. Source: The Information | Additional Info #AI#OpenAI#ChatGPT#Subscriptions#API#TechNews#Investment#RevenueGrowth

Venture Village Wall 🦄

@venturevillagewall · Post #3677 · 12/23/2024, 05:00 PM

Telegram Hits Profit Milestone Telegram has achieved profitability for the first time since its monetization began, as announced by Pavel Durov. In 2024, Telegram's revenue exceeded $1 billion, with paid subscribers tripling to 12 million and advertising revenue increasing significantly. While the app generated about $240 million from subscriptions and ads in the first half of the year, much of its profit stemmed from the sale of Toncoin, which brought in $348 million. Durov expressed confidence in Telegram's financial stability but raised questions about the sustainability of its profits from cryptocurrency. Additionally, a key concern remains whether Durov can repay $2.3 billion in bonds by 2026. Despite these challenges, the news of Telegram's profitability is welcomed by users and investors alike. #Telegram#Profit#Revenue#Subscriptions#Toncoin#Cryptocurrency#Durov#FinancialResults#Advertising#Bonds #2024 #Users#SocialMedia#Monetization#Growth#Debt#Investors#Innovation#CryptoAssets#FinancialStability#Sustainability