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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 #65181 · 04/11/2026, 04:54 PM

🚀 Market Conditions Present Opportunities for Strategic Investments, Says DWF Labs Co-Founder The cryptocurrency market is currently experiencing a "very boring" phase, according to ChainCatcher. DWF Labs Co-Founder Andrei Grachev expressed on social media that while participants may engage in discussions or humor, significant activities such as financing, trading, investing, and business expansion are quietly underway. Grachev noted that the current market environment poses challenges for major projects, exchanges, and companies to make new listings or significant announcements, as high-profile actions may not be effective at this time. He advised maintaining patience in investment portfolios and waiting for more opportune moments. He emphasized that the market is not in decline but rather offers opportunities for seemingly mundane activities, such as buying and holding Bitcoin long-term or engaging in altcoin speculation. Grachev concluded that there is still much to do for builders and investors, while smaller investors should focus on learning, avoid lamenting losses, and enjoy the market they have chosen to enter. #cryptocurrency#marketconditions#investmentopportunities#DWF Labs #AndreiGrachev#bitcoin#altcoin#longtermholding#speculation#investors#builders#patience#learning#BTC