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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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Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40322 · 12/14/2025, 08:34 AM

Japanese indigo dye, called aizome, began in the Edo period (1603–1868). Back then, only the upper classes wore bright colors and silk, so common people used cotton and indigo dye. Indigo was popular for its strong color and for keeping bugs and germs away. Today, aizome remains important in fashion and culture across Japan. 👘💙 [Source] @googlefactss#JapaneseIndigo#Aizome#EdoPeriod#Craftsmanship#History

Home decor

@dzdigital3 · Post #19405 · 01/31/2026, 06:14 PM

Nature meets modern design! Watch how we used pine branches, gold accents, and LED lighting to create a one-of-a-kind resin table. The final result is absolutely breathtaking. What do you think of this DIY project? Let us know in the comments! 🏠✨ #DIY#FurnitureDesign#EpoxyArt#HomeRenovation#Craftsmanship#USAHomeDecor