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Source channel @githubtrending · Post #14925 · Jul 7

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#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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Coin Sonar

@CoinSonar · Post #244155 · 04/18/2026, 11:50 AM

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#SHELL | Volume spike (USDT PAIR) 157 times the average volume 107.23K USDT traded in 5 min └Buying vol: 71.56K USDT 🟢 Boost score: 6/10 24h Vol: 195.50K USDT (Binance) Price: 0.0344 (-4.6% in 24h)

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Coin Sonar

@CoinSonar · Post #243989 · 04/18/2026, 05:43 AM

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#SHELL | Volume spike (USDT PAIR) 165 times the average volume 112.64K USDT traded in 5 min └Buying vol: 70.51K USDT 🟢 Boost score: 7/10 24h Vol: 195.50K USDT (Binance) Price: 0.0357 (-4.6% in 24h)

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