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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 #21946 · 04/06/2026, 06:58 AM

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#Ethiopia aid worker tells of daily struggle to find water in land littered with cow skulls A #Scottish aid worker who recently visited Ethiopia has told of the harrowing daily struggles people face there to get safe water. Ben Wilson of the Scottish Catholic International Aid Fund (#SCIAF), who visited the #African nation last June, told of landscapes devastated by drought and littered with the skulls of dead cattle. It comes as the charity’s annual Wee Box appeal this Easter focuses on water, with Scots urged to give generously to fund taps and wells in some of the world’s poorest nations. SCIAF is also urging Keir Starmer to reverse his controversial move to slash international aid to 0.3 per cent of national income - the lowest level since 1999 - in order to boost defence spending. Ben told the Sunday Mail: “Water poverty is still such a huge problem around the world, with hundreds of millions of people......... https://www.dailyrecord.co.uk/news/scottish-news/ethiopia-aid-worker-tells-daily-36969445

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