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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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Coin Sonar

@CoinSonar · Post #244204 · 04/18/2026, 01:22 PM

#PNUT | Volume spike (USDT PAIR) 10 times the average volume 141.21K USDT traded in 15 min └Buying vol: 72.74K USDT 🟢 Boost score: 4/10 24h Vol: 1.34M USDT (Binance) Price: 0.0572 (-3.7% in 24h)

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Coin Sonar

@CoinSonar · Post #244138 · 04/18/2026, 11:06 AM

#PNUT | Volume spike (USDT PAIR) 9 times the average volume 136.77K USDT traded in 15 min └Selling vol: 89.82K USDT 🔴 Boost score: 1/10 24h Vol: 1.34M USDT (Binance) Price: 0.0611 (-3.7% in 24h)

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Coin Sonar

@CoinSonar · Post #244002 · 04/18/2026, 06:01 AM

#PNUT | Volume spike (USDT PAIR) 11 times the average volume 153.97K USDT traded in 15 min └Buying vol: 108.50K USDT 🟢 Boost score: 5/10 24h Vol: 1.34M USDT (Binance) Price: 0.0647 (-3.7% in 24h)

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Coin Sonar

@CoinSonar · Post #243954 · 04/18/2026, 04:01 AM

#PNUT | Volume spike (USDT PAIR) 10 times the average volume 144.75K USDT traded in 15 min └Selling vol: 90.99K USDT 🔴 Boost score: 1/10 24h Vol: 1.34M USDT (Binance) Price: 0.0628 (-3.7% in 24h)

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Coin Sonar

@CoinSonar · Post #243919 · 04/18/2026, 02:01 AM

#PNUT | Volume spike (USDT PAIR) 9 times the average volume 138.12K USDT traded in 15 min └Selling vol: 78.16K USDT 🔴 Boost score: 1/10 24h Vol: 1.34M USDT (Binance) Price: 0.0680 (-3.7% in 24h)

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