#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
🌍 Time zones are not always set by longitude—some countries, like China, use one time zone nationwide despite spanning five natural zones, affecting daily life from sunrise to sunset across vast distances. ✨
#timezones⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Some time zones offset by just 15 or 30 minutes exist, like India’s UTC+5:30 and Newfoundland’s UTC−3:30. These unusual divisions reflect local choices instead of sticking to whole hours. ✨
#timezones⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Some countries adjust their time zones by just a single minute. Venezuela, for example, once set its clocks to UTC−4:30, then shifted to UTC−4:00 for efficiency, creating rare minute-level changes. ✨
#timezone⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Spain's Canary Islands, though just west of Africa, use the same time zone as mainland Spain. Their clocks are always one hour behind the rest of the country, bridging continents by time. ✨
#timezone⚡#islands⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Some Antarctic research stations use New Zealand’s time zone, while others choose the time of their home country. This means clocks at the South Pole can show different times—sometimes up to 12 hours apart. ✨
#timezones⚡#antarctica⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Nepal is one of the few countries that advances its clocks by 45 minutes from standard time, using a unique offset of UTC+5:45 to better match local solar time. ✨
#timezones⚡#Nepal⚡#clocks⚡#geography⚡#nature⚡#earth
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