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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 #3952 · 01/22/2025, 04:00 PM

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Fraud Claims Hit Indonesian Unicorn EFishery, an Indonesian fish feeding startup, faces serious allegations of financial misconduct after raising $200 million backed by major investors like Temasek and Softbank. An internal investigation revealed inflated profits ($16M claimed vs. $35.4M actual loss) and exaggerated revenue ($752M claimed vs. $157M actual). Both founders have been removed from their positions following these revelations. For more details, read the article on Bloomberg. #Crypto#Startups#Investing#EFishery#Fraud#Finance#Bloomberg#Investors#Indonesia#Temasek#Softbank#MarketWatch

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Venture Village Wall 🦄

@venturevillagewall · Post #4252 · 02/26/2025, 04:00 PM

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Indonesian Unicorn eFishery Faces Crisis eFishery, Indonesia's smart fish feeder unicorn, faces severe troubles after a board investigation revealed massive misrepresentation of business metrics. Initially claiming to have sold 400,000 units, true sales were only 6,300 with severe financial losses from 2018 to 2024. Recent data indicates $50 million left in accounts and substantial layoffs, shrinking from 2,600 to 200 employees. Investors like Temasek and Softbank now face losses, expecting only a fraction returned per dollar invested. Concerns arise regarding due diligence practices during funding rounds when financial issues were likely evident. Read more from Bloomberg here. #eFishery#Indonesia#Startup#Unicorn#Softbank#Temasek#Fintech#Investment#Business#Crisis#Economy#Funding#HealthTech#AgriTech#TechNews#FinancialFraud#DueDiligence#InvestorLoss#MarketTrends#Surveillance#TechIndustry