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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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Interesting Planet 🌍

@interesting_planet_facts · Post #420 · 07/25/2025, 10:22 PM

🌎 The coconut crab is the world’s largest land-dwelling arthropod, able to crack open coconuts with its powerful pincers. These giant crabs live on islands across the Indo-Pacific, and their climbing and shell-breaking skills help them access food that other animals can’t reach. ✨ #animal⚡#giants⚡#adaptation⚡#islands 👉subscribe Interesting Planet

Universe Mysteries 🪐

@cosmomyst · Post #707 · 03/10/2026, 10:21 PM

🪐 Unlike Earth and Mars, giant planets like Jupiter and Saturn do not have solid surfaces—their thick outer layers are made mostly of hydrogen and helium gas, which gradually becomes denser toward the center. These gas giants can have dozens of moons and faint ring systems, and their powerful magnetic fields—especially Jupiter’s, which is the strongest of any planet in our solar system—can trap charged particles, creating intense radiation belts that glow in radio waves. ✨ #Jupiter⚡#Saturn⚡#giants⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels ​

Universe Mysteries 🪐

@cosmomyst · Post #79 · 08/04/2025, 01:11 PM

🪐 Jupiter, the largest planet in our solar system, is so massive that it has over twice the combined mass of all the other planets put together. Its rapid rotation—completing one spin every 10 hours—causes it to bulge noticeably at the equator, creating a distinct flattened shape unlike the more spherical profiles of smaller planets. ✨ #Jupiter⚡#giants⚡#rotation⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries

Universe Mysteries 🪐

@cosmomyst · Post #603 · 01/05/2026, 12:21 PM

🪐 Saturn’s rings are made mostly of icy particles ranging from the size of grains of sand to mountains, but what’s remarkable is that these rings are incredibly thin—often only about 10 meters thick compared to their width of up to 282,000 kilometers. Despite their vast size, the rings would still fit comfortably within the gap between Earth and the top of our atmosphere if laid flat. ✨ #Saturn⚡#rings⚡#giants⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries 👉more Channels ​

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