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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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@cookingdish · Post #1021 · 11/21/2025, 02:05 PM

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Crispy Beef Tacos 🌮🔥 Easy, flavour-packed dinner! #beeftacos#foodtok#tacos#dinnerideas#easyrecipe Ingredients: * 350g minced beef * 1 large onion * 2 peppers * 1 pack tortilla wraps * 1 tsp salt * 1 tsp pepper * 1 tsp cumin * 1 tsp Cajun * 1 tsp oregano * 1 1/2 tsp garlic powder * 1 tsp smoked paprika * Tomato & garlic herb sauce * Olive oil * Water * Lettuce * Cherry tomatoes * Cucumber * Mayonnaise * Mozzarella cheese Method: 1. Sauté chopped onion and peppers in a little olive oil. 2. Add minced beef and cook until browned. 3. Season with salt, pepper, cumin, Cajun, oregano, garlic powder, and smoked paprika. 4. Add a splash of water + tomato & garlic herb sauce. Simmer until thickened. 5. Spoon the beef onto tortilla wraps, add mozzarella, fold, and lightly brush with oil. 6. Pan-fry or air fry until crispy and golden. 7. Serve with lettuce, cherry tomatoes, cucumber, and a drizzle of mayo. Enjoy your crispy, cheesy tacos! 😍🌮🔥 #dinner @dishes

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