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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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Anarcho Gardening

@anarchogardening · Post #3148 · 03/20/2026, 01:44 PM

The richest 10% now receive 53% of global income 💰 and own 75% of all wealth 🌍, yet inequality alone does not cause unrest. A study of 120 countries (1996–2020) shows it becomes politically destabilizing only when internet use 📱 exceeds 50% of the population by increasing information and coordination. Read Full Article #Inequality#WealthDistribution#PoliticalStability#InternetImpact#GlobalEconomics

Venture Village Wall 🦄

@venturevillagewall · Post #4034 · 01/31/2025, 01:00 AM

Bitcoin Gains Ground as Fiat Weakens 🇺🇸 Vivek Ramaswamy discusses why Bitcoin surpasses fiat. New investors hold 50.2% of Bitcoin wealth, lower than past ATHs: 85% in 2018 and 74% in 2021. Tether integrates USDt into Bitcoin's ecosystem with new Lightning Network support, enhancing speed and decentralization. ApeChain joins Humanity Protocol's zkProofer network to improve digital identity. USDC Treasury burns 90 million USDC. SEC approves Bitwise Spot Bitcoin and Ethereum ETF. #Bitcoin#Tether#LightningNetwork#DeFi#USDC#ETFs#Crypto#Investment#DigitalIdentity#SEC#VivekRamaswamy#AdinRoss#WealthDistribution#Taproot#Security#Scalability#Finance#Treasury#USDT#ApeChain#zkProofer