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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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Hard work is a must thing for success. Smart work is not a substitute for hard work, it is another wing of the bird which can take you to your success. In short, there is no substitute for hard work! You have to be ready for it. Put everything you have for what you want, This is the way of massive success! Problems are going to be there always! Tackle them. You have only two choices, one is EXCUSES and other is RESULTS. The choice is yours! Don’t sacrifice your dreams for temporary pleasure. Neither this pleasure is going to come with you nor this pain. Choose temporary pain for your permanent happiness. ⭐️ Give your 100% (not even 99%) for your dreams! Don’t run away from hard work. Thisis going to give you your dreams! ✨💪 #mentalGrowth#ipersonalgrowths#smarwork#hardwork

Fear or opportunity? Fears are the body's adequate reaction to something new, to something that once caused unpleasant consequences, or to something that directly or indirectly threatens one's life. But there are fears that simply must be overcome. For example, if you have an idea, but to implement it, you do not have the courage, and therefore and perseverance. It is behind such fears that lies your invaluable potential. The body never generates ideas that it doesn't have the resources to implement. Our thoughts are not random. Think of the opportunities that will open up before you after you overcome your fear. Have you imagined it? Now act! Join us for more -> @ipersonalgrowths💡 #MentalGrowth #Fear #opportunity #psychologyinformation