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Source channel @githubtrending · Post #14925 · Jul 7

#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5]. https://github.com/humanlayer/12-factor-agents

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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