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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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Addis Standard

@addisstandardeng · Post #22034 · 04/16/2026, 07:02 AM

#Ethiopia: Residents of #Ambo recount a city ‘under siege’ by ‘criminal gangs’ after social media revelations expose disturbing abuses Residents of Ambo city, in west #Shewa zone of #Oromia regional state, say they are “living in fear” amid “a pattern of violence, intimidation, and impunity.” Many are speaking up following a wave of social media posts over the past two days that have brought renewed scrutiny to rampant abuses in the city of civilians by organized group of men called “120”. Multiple videos and pictures, shared widely on social media networks and echoed in messages sent to Addis Standard, describe incidents ranging from public beatings and arbitrary detention to extortion and, in some cases, killings. While Addis Standard did not independently verify these videos and pictures, residents who reached out pleasing to share their accounts speak of a harrowing experience over the past “two years.” “We are living in a city under siege,” Read more: https://addisstandard.com/?p=56525