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Source channel @githubtrending · Post #15314 · Dec 6

#python#brain_inspired_ai#deep_learning#large_language_models#reasoning The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems. https://github.com/sapientinc/HRM

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Venture Village Wall 🦄

@venturevillagewall · Post #3856 · 01/12/2025, 01:00 PM

Venture Capitalists Seek Unique Startups Harry Stebbings highlights the challenges in securing early investments for billion-dollar startups. He notes that successful startups often face skepticism, as venture funds must invest in uniquely promising ideas that others doubt. This trend raises the question: should you seek agreement or disagreement on your idea? In related news, the music generator JEN-1.5 is now publicly available, focused on licensed content under Warner. However, it lacks quality, providing only basic melodies and no vocal options. While it includes a subscription model for limited generations, it aims to appeal to musicians with its StyleFilter tool, which promises some innovative potential. You can explore JEN-1.5 here. #Startups#Investing#VentureCapital#MusicTech#AI#Innovation#Funding#Entrepreneurship#Disruption#Technology#TechNews

Venture Village Wall 🦄

@venturevillagewall · Post #4029 · 01/30/2025, 01:00 PM

From Pet Project to Europe's Top Startup Klarna, founded by three Swedish students in 2005, progressed from an idea into Europe's most valuable startup worth $45.6 billion. Initially losing a school competition, they launched a unique payment service. By offering a secure, easy checkout and features like BNPL, Klarna solved key challenges for sellers and buyers. Despite major fluctuations in valuation, they are now preparing for their IPO. This journey emphasizes resilience in entrepreneurship and the complexities of attracting investments. Read more here. #Klarna#Startup#Europe#FinTech#Payments#BNPL#IPO#Entrepreneurship#Investment#TechInnovation#BusinessGrowth#E-commerce #Sweden#Funding#BusinessModel#TechStartups#FinancialServices#OnlinePayments#Disruption#VentureCapital#AI#Crypto

Venture Village Wall 🦄

@venturevillagewall · Post #3608 · 12/21/2024, 07:13 AM

Disrupting Subscription Models A potential billion-dollar startup aims to revolutionize content sales by eliminating subscription models that frustrate users wanting single purchases. Currently, 70% of subscribers cancel within 3-6 months, while content sellers hesitate to switch to one-time payments due to lower profitability. Innovations in this direction could lead to significant market changes. More details here: Fast Founder #Startup#ContentSales#SubscriptionModel#UserExperience#BusinessStrategy#MarketInnovation#OneTimePayment#Profitability#UserRetention#Ecommerce#RevenueModel#Disruption#TechStartup#Media#DigitalContent#OnlineSales#Fintech#Investments#Entrepreneurship#InnovativeIdeas