#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
🌍 In 1815, Indonesia’s Mount Tambora erupted so violently that it triggered “the year without a summer.” Global temperatures dropped, causing crop failures and food shortages across continents. ✨
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🌍 In 2015, Chile’s Calbuco volcano erupted after 43 years of silence, blasting ash over 15 kilometers high. Its sudden activity disrupted air travel and blanketed towns in thick volcanic dust. ✨
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🌍 In 2023, Cyclone Freddy became the longest-lasting tropical cyclone ever recorded, traveling over 12,000 kilometers and affecting countries from Madagascar to Mozambique with powerful winds and rain. ✨
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🌍 In 2023, Cyclone Mocha became one of the strongest storms ever recorded in the North Indian Ocean, with winds over 250 km/h, causing severe flooding and reshaping coastal landscapes. ✨
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🌍 In 2023, Cyclone Biparjoy spun over the Arabian Sea for nearly two weeks—a rare “very severe cyclonic storm” to last so long in this region, with winds impacting coasts over 1,000 kilometers apart. ✨
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🌍 The 1811–1812 New Madrid earthquakes in the central United States were so powerful they briefly made the Mississippi River flow backward, reshaping the landscape far from any plate boundary. ✨
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On 26 April 1986, the Chernobyl disaster occurred at the Chernobyl Nuclear Power Plant in the Soviet Union (now Ukraine). During a safety test on Reactor 4, operators lost control of the reactor. This caused a powerful explosion and fire that destroyed the reactor and released large amounts of radioactive material into the atmosphere. It is considered the worst nuclear accident in history. The nearby city of Pripyat was evacuated after the explosion. The area is mostly uninhabited, but a small number of people still live or work there.
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