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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 #659 · 03/12/2026, 08:31 PM

🌍 Some coasts shine with glowing “blue waves” at night, caused by tiny plankton called dinoflagellates emitting light when disturbed—a dazzling phenomenon known as marine bioluminescence. ✨ #seas⚡#coastline⚡#bioluminescence⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

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

🌍 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 ​

Amazing Geography 🌍

@amazingeo · Post #471 · 11/23/2025, 12:31 PM

🌍 The Bohai Sea in China is so shallow that its average depth is just 18 meters—less than a six-story building. This makes it one of the least deep seas in the world’s coastal regions. ✨ #seas⚡#coastlines⚡#shallow⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​