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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 #403 · 04/04/2019, 02:30 AM

🌿❤️✨🍃 Sunrays...🌞 #Water#Nature#Cave Join Us ✅🔜@Discover_Nature 🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃

Interesting Planet 🌍

@interesting_planet_facts · Post #1200 · 01/07/2026, 12:11 PM

🌎 Hidden beneath Slovakia, the Ochtinská Aragonite Cave is famous for its rare aragonite crystal formations, which look like tangled white “coral.” Its passages were naturally formed in Paleozoic-era rocks about 400 million years ago. The cave stretches only 300 meters but contains aragonite speleothems found in just a few caves worldwide. ✨ #cave⚡#geology⚡#minerals 👉subscribe Interesting Planet 👉more Channels ​

Interesting Planet 🌍

@interesting_planet_facts · Post #1070 · 11/25/2025, 12:11 PM

🌎 Beneath the waters of the Bahamas, the so-called “blue holes” are deep, vertical underwater caves formed during past ice ages when sea levels were lower. Some exceed 300 meters in depth and preserve ancient fossils and climate records in their oxygen-poor layers. ✨ #ocean⚡#cave⚡#paleoclimate 👉subscribe Interesting Planet 👉more Channels ​

🗺 Travel the World | Private Expeditions

@expeditionsworldwide · Post #488 · 07/03/2023, 01:03 PM

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