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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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🇿🇦Did you know? Pratley Putty, invented by South African engineer George Montague Pratley, is one of the strongest adhesives ever made — and the only South African product to go to the Moon! 🌕 🚀 Used on the Apollo 11 mission, it proved its strength in space and remains a go-to fix for tough jobs worldwide. 💪 📷 Photos #Innovation#SouthAfrica#PratleyPutty#GeorgePratley#Apollo11#SpaceTech#MadeInSA#Engineering

🇿🇦А вы знали? Один из самых прочных клеевых составов в мире — Pratley Putty — был изобретён южноафриканским инженером Джорджем Монтагю Пратли. Эта разработка ЮАР побывала на Луне! 🌕 🚀 Состав использовали в миссии «Аполлон-11», и он отлично проявил себя в условиях космоса. Сегодня Pratley Putty по-прежнему востребован по всему миру — от бытовых задач до работ под водой. 💪 📷 Фото #Инновации#ЮАР#PratleyPutty#ДжорджПратли#Аполлон11#КосмическиеТехнологии#СделаноВЮАР#Инженерия