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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 #440 · 11/07/2025, 08:31 PM

🌍 Atmospheric rivers—narrow bands of moisture in the sky—can carry more water than the Amazon River. When these “rivers in the air” hit land, they unleash heavy rains and reshape water cycles. ✨ #hydrology⚡#rainfall⚡#climate⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #192 · 09/07/2025, 09:12 AM

🌍 The equatorial climate zone gets nearly the same amount of daylight all year, making temperatures steady and rainfall high—some spots see over 200 wet days annually with barely any seasonal change. ✨ #climate⚡#equator⚡#rainfall⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

Amazing Geography 🌍

@amazingeo · Post #157 · 09/01/2025, 04:12 PM

🌍 In the world’s subtropical climate zones, some deserts like the Sahara and Arabian receive less than 2 centimeters of rain a year—making them among the driest places on Earth. ✨ #climatezones⚡#deserts⚡#rainfall⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍 ​

Amazing Geography 🌍

@amazingeo · Post #532 · 12/23/2025, 08:31 PM

🌍 Some climate zones, like the monsoon zone, see one season bringing almost all their annual rain in just a few weeks. This sudden wet season shapes ecosystems and water supplies for millions. ✨ #climatezones⚡#monsoon⚡#rainfall⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​