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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 #244144 · 04/18/2026, 11:26 AM

#AUDIO | Volume spike (USDT PAIR) 23 times the average volume 128.36K USDT traded in 15 min └Selling vol: 94.91K USDT 🔴 Boost score: 1/10 24h Vol: 516.72K USDT (Binance) Price: 0.0221 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #244050 · 04/18/2026, 07:51 AM

#AUDIO | Volume spike (USDT PAIR) 25 times the average volume 139.58K USDT traded in 15 min └Selling vol: 72.31K USDT 🔴 Boost score: 1/10 24h Vol: 516.72K USDT (Binance) Price: 0.0246 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243995 · 04/18/2026, 05:51 AM

#AUDIO | Volume spike (USDT PAIR) 24 times the average volume 130.50K USDT traded in 15 min └Selling vol: 73.50K USDT 🔴 Boost score: 1/10 24h Vol: 516.72K USDT (Binance) Price: 0.0227 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243950 · 04/18/2026, 03:51 AM

#AUDIO | Volume spike (USDT PAIR) 25 times the average volume 139.91K USDT traded in 15 min └Buying vol: 71.22K USDT 🟢 Boost score: 3/10 24h Vol: 516.72K USDT (Binance) Price: 0.0234 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243917 · 04/18/2026, 01:51 AM

#AUDIO | Volume spike (USDT PAIR) 24 times the average volume 129.48K USDT traded in 15 min └Buying vol: 76.33K USDT 🟢 Boost score: 5/10 24h Vol: 516.72K USDT (Binance) Price: 0.0245 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243877 · 04/17/2026, 11:38 PM

#AUDIO | Volume spike (USDT PAIR) 24 times the average volume 129.24K USDT traded in 15 min └Selling vol: 76.85K USDT 🔴 Boost score: 1/10 24h Vol: 516.72K USDT (Binance) Price: 0.0263 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243849 · 04/17/2026, 09:38 PM

#AUDIO | Volume spike (USDT PAIR) 38 times the average volume 204.97K USDT traded in 15 min └Buying vol: 111.20K USDT 🟢 Boost score: 4/10 24h Vol: 516.72K USDT (Binance) Price: 0.0285 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243826 · 04/17/2026, 07:38 PM

#AUDIO | Volume spike (USDT PAIR) 40 times the average volume 219.51K USDT traded in 15 min └Selling vol: 112.00K USDT 🔴 Boost score: 1/10 24h Vol: 516.72K USDT (Binance) Price: 0.0281 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243795 · 04/17/2026, 05:38 PM

#AUDIO | Volume spike (USDT PAIR) 170 times the average volume 306.43K USDT traded in 5 min └Selling vol: 195.64K USDT 🔴 Boost score: 1/10 24h Vol: 516.72K USDT (Binance) Price: 0.0280 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243749 · 04/17/2026, 03:38 PM

#AUDIO | Volume spike (USDT PAIR) 49 times the average volume 266.91K USDT traded in 15 min └Buying vol: 146.95K USDT 🟢 Boost score: 3/10 24h Vol: 516.72K USDT (Binance) Price: 0.0243 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243691 · 04/17/2026, 01:38 PM

#AUDIO | Volume spike (USDT PAIR) 41 times the average volume 221.71K USDT traded in 15 min └Buying vol: 116.46K USDT 🟢 Boost score: 3/10 24h Vol: 516.72K USDT (Binance) Price: 0.0237 (-1.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243620 · 04/17/2026, 11:38 AM

#AUDIO | Volume spike (USDT PAIR) 89 times the average volume 159.97K USDT traded in 5 min └Buying vol: 84.93K USDT 🟢 Boost score: 4/10 24h Vol: 516.72K USDT (Binance) Price: 0.0239 (-1.4% in 24h)

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