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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 #244116 · 04/18/2026, 10:13 AM

#ROSE | Volume spike (USDT PAIR) 12 times the average volume 134.03K USDT traded in 15 min └Buying vol: 92.71K USDT 🟢 Boost score: 6/10 24h Vol: 1.00M USDT (Binance) Price: 0.01165 (-3.4% in 24h)

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Coin Sonar

@CoinSonar · Post #243288 · 04/16/2026, 07:20 PM

#ROSE | Volume spike (USDT PAIR) 12 times the average volume 128.32K USDT traded in 15 min └Selling vol: 72.82K USDT 🔴 Boost score: 1/10 24h Vol: 1.00M USDT (Binance) Price: 0.01194 (-3.4% in 24h)

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Pro Analysis

@proanalysistrader · Post #27946 · 09/20/2024, 03:39 PM

#ROSE/USDT analysis : #ROSE is in an uptrend, forming higher highs and higher lows above the 200ema. The price is expected to sustain its bullish momentum and test new highs. Wait for a price retracement over the support zone for a long entry. TF : 2h Entry : $0.0606 Target : $0.0696 SL : $0.0561

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American Crypto©

@americancryptotrading · Post #27315 · 07/18/2025, 08:02 AM

🇺🇸#ROSE/USDT is breaking the descendingresistance on the daily chart🧐 Looks bullish✈️ American Crypto©

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American Crypto©

@americancryptotrading · Post #27067 · 11/29/2024, 07:31 PM

🇺🇸#ROSE/USDT completes descendingchannel breakout on the 2D timeframe💁‍♂️ Bullish✈️ American Crypto©

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GREEN CRYPTO SIGNALS ©

@greencrypto_signals1 · Post #14308 · 05/10/2026, 11:52 PM

$ROSE Scalp Trade TARGET 1✅ TARGET 2✅ TARGET 3✅ TARGET 4✅ Done #ROSE LONG ALL TARGETS DONE🚀

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Coinlegs Cryptocurrency Signals

@coinlegs · Post #10038 · 03/01/2024, 03:31 PM

#ROSE +%33 in just 5 days 🤑🤑 Legs Trading Hub VIP members are just enjoying their profits 🍹 We are crafting our signals by the power of CoinLegs algorithms. Why don't you chime in and say hello? ⤵️ https://discord.com/invite/8RKtAA9cxZ

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