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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 #656 · 03/09/2026, 08:31 PM

🌍 Libya’s Libyan Desert holds sand seas with dunes reaching up to 180 meters tall. These giant dunes constantly shift with the wind, creating landscapes that can look completely different in just a few years. ✨ #desert⚡#dunes⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #274 · 09/20/2025, 07:31 PM

🌍 In the Taklamakan Desert of China, some sand dunes reach up to 300 meters tall. Shifting winds keep these giant dunes moving, constantly reshaping the landscape year after year. ✨ #deserts⚡#dunes⚡#arid⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

Amazing Geography 🌍

@amazingeo · Post #354 · 10/10/2025, 12:31 PM

🌍 In Australia’s Simpson Desert, certain red sand dunes can “move” up to a meter each year as winds slowly push millions of grains, gradually shifting entire hills across the arid landscape. ✨ #deserts⚡#dunes⚡#Australia⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #505 · 12/10/2025, 12:31 PM

🌍 The world's highest coastal dune towers 352 meters above sea level at Pilat Dune in France. This massive sand formation shifts yearly as Atlantic winds pile new layers along the shore. ✨ #seacoast⚡#dunes⚡#landscape⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #391 · 10/19/2025, 03:31 PM

🌍 The Namib Sand Sea is the only coastal desert made entirely of shifting sand dunes recognized as a UNESCO World Heritage site, with winds constantly sculpting waves of sand along the Atlantic coast. ✨ #desert⚡#dunes⚡#Namibia⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​