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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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Amazing Geography 🌍

@amazingeo · Post #230 · 09/13/2025, 04:12 PM

🌍 Nearly 2,000 islands make up Indonesia’s Maluku Islands, sometimes called the “Spice Islands,” where nutmeg, cloves, and mace originated—once so valuable they shaped global trade routes. ✨ #islands⚡#archipelagos⚡#spices⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

🍛Two Iconic South African Curries 🇿🇦 Two of the most famous curries in South African cuisine represent the two port cities — Cape Town on the west coast and Durban on the east. ⚓️ Even their names reflect their origins: 🌶Cape Malay Curry Powder refers to Cape Town’s Malay community, 🔥Durban Curry Masala — to Durban’s Indian community. The Cape curry is slightly sweeter and milder, while the Durban curry is hotter and more vibrant thanks to the addition of Kashmiri red chili. 🌶 Source: https://t.me/africamother/800 #SouthAfrica#Food#Cuisine#Cooking#CapeTown#Durban#Spices#Curry