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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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Crypto M - Crypto News

@CryptoM · Post #65260 · 04/12/2026, 11:44 AM

🚀 Bitcoin's Current Market Correction Appears Milder Than Previous Cycles On April 12, crypto analyst Axel Adler Jr commented on the current Bitcoin market correction. According to BlockBeats, Adler noted that this correction seems significantly milder compared to the bear markets of the 2017-18 and 2021-22 cycles. However, he cautioned that the current level of correction is insufficient to confirm a market bottom. In previous cycles, the maximum drawdowns were -54% for 2021-22, -64% for 2017-18, and -43% for 2013-15. The current market dynamics suggest a mild bear market, not yet reaching a deep capitulation phase, making it premature to confirm a bottom or a true market recovery. The analyst emphasized that the current situation is more of a pause in the bear market rather than a reversal of trends. #Bitcoin#CryptoMarket#MarketCorrection#BearMarket#BitcoinAnalysis#CryptoTrends#AxelAdlerJr#BitcoinBearCycles#CryptoRecovery#BTC