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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 #64458 · 04/09/2026, 01:01 AM

🚀 Michael Saylor Suggests Bitcoin May Have Bottomed, Downplays Quantum Computing Risks PANews posted on X (formerly Twitter). Michael Saylor, founder and executive chairman of MicroStrategy, expressed at a Mizuho event that Bitcoin likely reached its bottom near $60,000 in early February. He attributed this bottoming more to a depletion of sellers rather than valuation factors. Saylor noted that current selling pressure is limited, with ETF inflows absorbing daily supply and corporations allocating treasury assets to Bitcoin, which sustains demand. Regarding the recent discussions on the threat of quantum computing, Saylor believes the risks are overstated. He stated that the threat remains theoretical and may not need to be addressed for several decades, by which time solutions will likely be available. #MichaelSaylor#Bitcoin#Bottomed#QuantumComputing#ETFInflows#Cryptocurrency#MicroStrategy#Blockchain#TreasuryAssets#CryptoDemand#BTC