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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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Joti Brar

@jotibrar · Post #5936 · 03/11/2026, 12:59 PM

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A Women’s Day message from the Cilia Flores International Women's Brigades for Peace On 8 March, the world comes together to recognise our historic strength and our unwavering struggle. As women who uphold hope and justice in every corner of the world, we know that there is no true peace without freedom, nor feminism without internationalist solidarity. On this day of global struggle, we extend to you an invitation filled with feeling and commitment: Let us ensure that the name of our comrade Cilia Flores resonates in every corner of the globe and that, in your mobilisations and commemorative events for International Women’s Day, you proudly display banners with the phrase #BringThemBack#WeWantThemBack, accompanied by the image of our sister Cilia. May her face and our cry for justice be united with the millions of women who take to the streets of the world. For Cilia, for all women, for peace and freedom! We will prevail! Venceremos!

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