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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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Nature Travel Vacation

@naturetravelvacationpictures · Post #618 · 04/12/2019, 06:30 AM

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Amazing Geography 🌍

@amazingeo · Post #357 · 10/10/2025, 08:31 PM

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🌍 Some coastal sea cliffs are so high they have their own weather. At Kalaupapa in Hawaii, cliffs rise over 600 meters, trapping clouds and channeling winds along the shoreline. ✨ #coastline⚡#seas⚡#cliffs⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels

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🗺 Travel the World | Private Expeditions

@expeditionsworldwide · Post #488 · 07/03/2023, 01:03 PM

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🫶 Dear subscribers! We delighted that you're following our channel! On our channel, you'll find everything about travel! By using hashtags, you can easily find the content that interests you. CHANNEL CONTENT: 📹#videoclips 🧭#expedition 🏔️#hiking 🤿#diving 🧨#unusualplaces ⛩#bridges 🏔#mountains ⌛️#facts ✈️#airplanecemeteries 🗻#hills 🏜#discoveries 🏖#beaches 🈴#China 🕌#India 💒#temples 🏤#architecturalmasterpieces 🚆#journeys 🏜#vacations 🎇#UNESCO ⛰#cliffs 🌋#canyon 🌊#lakes 🏢#skyscrapers ⛲️#waterfalls ⛴#dam 🏕#inaccessibleplaces 🌋#volcano 🚀#traveladvice 🌊#sea 🌲#forest 🏝#island 🌅#desert 🌫#ponds ⛰#cave ⭐️#travelhacks ⛺️#nationalpark Thank you for being a part of our travel community! Happy exploring! 🪐Discover upcoming expeditions — https://4elementos.shop