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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 #4225 · 02/23/2025, 07:00 PM

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Major Events This Week in Crypto 🔍 Key Highlights from ForkLog's Weekly Digest: ➡️ Bitcoin continues bullish phase. ➡️ Bybit hit by the largest hack in crypto history. ➡️ Ethereum network shows signs of a ‘rollback’. ➡️ Analyst predicts the start of a selective alt season. ➡️ Positive changes at SEC beneficial for the industry. Read more: ForkLog #Bitcoin#Bybit#Ethereum#AltSeason#SEC#Crypto#Blockchain#News#MarketTrends#Investment#Finance#Analysis#Hack#CryptoIndustry#BearMarket#BullMarket#Regulation#DigitalAssets#Trading#Decentralization#VC

Crypto M - Crypto News

@CryptoM · Post #64488 · 04/09/2026, 02:45 AM

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🚀 Crypto Industry Faces Severe Challenges Similar to 2019 The cryptocurrency sector is experiencing significant difficulties reminiscent of the extreme downturn in 2019. According to PANews, the industry is grappling with a severe lack of secondary market liquidity, a freeze in primary investment and financing activities, and a notable loss of talent. These challenges are contributing to a harsh environment for businesses and individuals involved in the crypto space. #CryptoIndustry#Challenges#2019Downturn#SecondaryMarketLiquidity#InvestmentFreeze#TalentLoss#CryptoBusinesses#CryptoSpace

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