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Source channel @PresstvPrograms · Post #5347 · Dec 6

🔺“In the end, the true victor of this 12-day war was Iran and its people.” Brig. Gen. Reza Khajeh emphasizes that despite massive coordinated attacks, Iran’s forces and citizens stood resilient. Watch in full #Interview @PresstvPrograms

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@githubtrending · Post #14925 · 07/07/2025, 12:30 PM

#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