#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
🌎 Hidden deep beneath the Yucatán Peninsula in Mexico, the Sistema Sac Actun is the world’s longest underwater cave system. Stretching over 370 kilometers, these flooded limestone tunnels were formed by rainwater dissolving rock over thousands of years. Archaeologists have found ancient human and animal fossils preserved in the caves, including remains over 13,000 years old. ✨
#caves⚡#archaeology⚡#fossils
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🌎 Horseshoe crabs have remained virtually unchanged for about 450 million years. Despite their name, they are more closely related to spiders than to true crabs. Modern horseshoe crabs can be found along the Atlantic coast of North America and in Southeast Asia. ✨
#animals⚡#evolution⚡#fossils
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🌎 Living fossils like the chambered nautilus and horseshoe crab have changed little for hundreds of millions of years. The nautilus dates back over 500 million years, and its closest extinct relatives include ammonites, which died out with the dinosaurs. ✨
#evolution⚡#fossils⚡#animals
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🌎 Living fossils like the giant freshwater stingray and the Australian lungfish have remained almost unchanged for over 100 million years, surviving dramatic changes in Earth’s environment. The horseshoe crab’s body plan is so ancient, it first appeared 450 million years ago. ✨
#evolution⚡#fossils⚡#animals
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🌎 Some ancient animals have survived unchanged for millions of years. The coelacanth, once thought extinct, first appeared 400 million years ago and still swims deep ocean waters today. The horseshoe crab dates back over 450 million years, predating dinosaurs and even trees. ✨
#evolution⚡#fossils⚡#animals
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🌍 In Alaska, some permafrost soils have preserved ancient animal remains, like mammoth bones and fur, for tens of thousands of years—locked in ice until modern thaw reveals them. ✨
#permafrost⚡#tundra⚡#fossils⚡#geography⚡#nature⚡#earth
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🌍 Permafrost, ground that stays below freezing year-round, traps ancient plant and animal remains. Thawing permafrost in tundra regions is revealing fossils not seen for thousands of years. ✨
#permafrost⚡#tundra⚡#fossils⚡#geography⚡#nature⚡#earth
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🌎 In the icy waters near Antarctica, the Antarctic feather star unfurls feathery arms up to 20 times its body length to catch drifting food. This ancient sea creature is a living fossil, unchanged for hundreds of millions of years. ✨
#ocean⚡#fossils⚡#wildlife
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🌍 The White Cliffs of Dover are made of tiny sea fossils compressed over millions of years. Each cliff face erodes by about one centimeter per year as waves steadily wear them down. ✨
#coastline⚡#erosion⚡#fossils⚡#geography⚡#nature⚡#earth
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🌍 The Mediterranean coastline holds more than 150 million-year-old fossils, often exposed in seaside cliffs by constant wave erosion. Some beach rocks here contain ancient traces of life dating back to the dinosaurs. ✨
#coastlines⚡#fossils⚡#erosion⚡#geography⚡#nature⚡#earth
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🌎 Alligators are ancient survivors, having changed little in 80 million years. These reptiles outlived the dinosaurs and now inhabit wetlands in the Americas. ✨
#animals⚡#fossils⚡#reptiles
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🌎 An ancient “rainbow” mineral called ammolite forms from fossilized ammonite shells. With its dazzling reds, greens, and blues, ammolite is one of the world’s rarest gemstones, found mainly in Canada’s Rocky Mountains. ✨
#geology⚡#fossils⚡#gemstones
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