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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 #1201 · 05/13/2019, 06:30 AM

🌿❤️✨🍃 Perfect Timing📸 #Scenery#Nature#Clouds 💁Join Us ✅🔜@Discover_Nature 🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃

Amazing Geography 🌍

@amazingeo · Post #587 · 01/22/2026, 08:31 PM

🌍 Polar stratospheric clouds, also known as nacreous clouds, shimmer with pastel colors and only form in extremely cold conditions. They set the stage for both rare atmospheric optics and ozone loss. ✨ #aurora⚡#clouds⚡#atmosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #511 · 12/13/2025, 12:31 PM

🌍 The highest clouds on Earth are called noctilucent clouds. They glow at twilight and form up to 85 kilometers above ground, in the edge of space—far higher than any weather clouds. ✨ #meteorology⚡#clouds⚡#atmosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Interesting Planet 🌍

@interesting_planet_facts · Post #519 · 08/08/2025, 12:22 AM

🌎 The horseshoe vortex, or “smoke ring” in the sky, is a rare weather phenomenon where winds sculpt swirling, donut-shaped clouds. These dramatic rings form after volcanic eruptions, industrial blasts, or even lightning, showcasing nature’s surprising ability to twist air into geometric shapes. ✨ #atmosphere⚡#clouds⚡#weather 👉subscribe Interesting Planet

Universe Mysteries 🪐

@cosmomyst · Post #84 · 08/05/2025, 01:11 PM

🪐 In the atmosphere of the giant planet Neptune, astronomers have discovered clouds of methane ice drifting in bands, creating ghostly streaks against the blue background. These shimmering clouds form when sunlight breaks apart methane gas and turns it into icy crystals high above the planet’s swirling, windy storms. ✨ #Neptune⚡#planets⚡#clouds⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries

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