#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
🌎 Ancient lake beds called "playa lakes" preserve natural records of Earth's past. Layers of sediment in these basins capture pollen, plant remains, and even insect fossils, revealing climate cycles and environmental shifts over thousands of years. Some dry lakebeds in the U.S. Southwest show records going back 120,000 years. ✨
#geology⚡#paleoclimate⚡#lakes
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🌍 Canada has more lakes than any other country, and many are so large they contain whole islands with their own lakes—making some islands-in-a-lake-on-an-island truly unique on Earth. ✨
#islands⚡#archipelago⚡#lakes⚡#geography⚡#nature⚡#earth
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🌍 Africa’s Lake Victoria is the largest tropical lake in the world. Its outflow forms the start of the Nile River, which journeys over 6,600 kilometers north to the Mediterranean Sea. ✨
#lakes⚡#rivers⚡#Africa⚡#geography⚡#nature⚡#earth
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🌎 The salt-loving halophiles of California’s pink Lake Hillier thrive where few others survive. These tiny microbes give the lake its vivid color by producing pigments that protect them from extreme salt and sunlight—turning the water a bubblegum pink! ✨
#microbes⚡#pigment⚡#lakes
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🌍 Russia’s Lake Karachay is so contaminated from past nuclear waste that standing on its shore for just an hour could be fatal—one of the most polluted lakes on the planet. ✨
#rivers⚡#lakes⚡#pollution⚡#geography⚡#nature⚡#earth
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🌍 Some lake water can take hundreds of years to fully circulate from the surface to the deepest layers and back again, creating slow, hidden water cycles that influence local climates and ecosystems. ✨
#hydrology⚡#lakes⚡#cycles⚡#geography⚡#nature⚡#earth
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🌍 Some of the world’s oldest lakes, like Lake Ohrid in Europe, have existed for more than one million years, preserving unique species found nowhere else on Earth. ✨
#lakes⚡#biodiversity⚡#longevity⚡#geography⚡#nature⚡#earth
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🌍 Siberia’s Lake Baikal freezes in winter, forming ice so clear that cracks and bubbles can be seen meters deep. In spring, melting ice creates musical sounds as it shifts and breaks apart. ✨
#lakes⚡#rivers⚡#Siberia⚡#geography⚡#nature⚡#earth
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🌍 Lake Titicaca, perched almost 3,812 meters above sea level, is the world’s highest navigable lake by large boats. Its clear waters straddle the border between Peru and Bolivia in the Andes. ✨
#lakes⚡#Andes⚡#altitude⚡#geography⚡#nature⚡#earth
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🌍 In Africa’s Lake Natron, minerals in the water turn it bright red during the dry season. The lake’s extreme chemistry preserves animal remains, creating eerie natural “statues.” ✨
#lakes⚡#Africa⚡#chemistry⚡#geography⚡#nature⚡#earth
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🌍 The world’s clearest lake is Blue Lake in New Zealand. Its pure water is so transparent that objects can be seen up to 80 meters below the surface—almost like looking through glass. ✨
#lakes⚡#water⚡#clarity⚡#geography⚡#nature⚡#earth
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🌍 Finland boasts about 188,000 lakes, earning it the nickname "Land of a Thousand Lakes." Many of these lakes were formed by retreating glaciers at the end of the last Ice Age. ✨
#lakes⚡#glaciation⚡#Finland⚡#geography⚡#nature⚡#earth
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