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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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Shadow Traders Fx

@shadowtraderfx · Post #4141 · 08/20/2025, 03:39 PM

🚀BITCOIN H3 SCENARIO – Bullish Case Strengthening From both a technical and fundamental perspective, Bitcoin is showing strong signs of bullish continuation: 📊Technical Outlook: • Price is consolidating just above the $113K–114K demand zone, where buyers have repeatedly stepped in. • A clean breakout above $118K could trigger momentum toward the $123K–124K resistance zone, in line with previous liquidity sweeps. • Current market structure favors a bullish push if higher lows hold. 🌍Fundamental Outlook: • Recent institutional inflows into Bitcoin ETFs continue to provide upside momentum. • The weakening USD Index (DXY) supports risk-on sentiment across major assets. • Market participants are also pricing in expectations of a more dovish Fed stance, boosting demand for Bitcoin as a hedge. ⚡️Scenario: If buyers defend the $113K–114K base, probability remains high for a retest of $123K+. However, sustained rejection below $113K could invalidate this setup. 💬 Which side do you think will win — bulls or bears? Comment below! 👉 Subscribe for more high-probability setups & real-time insights. #Bitcoin#CryptoTrading#TechnicalAnalysis#FundamentalAnalysis#BTC