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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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Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40717 · 03/01/2026, 07:02 AM

Georgy Zhukov was a Soviet military leader and Marshal of the Soviet Union. He was born to a poor peasant family in Strelkovka, Kaluga Province, Russia. He served in the Imperial Russian Army in World War I. After the Russian Revolution, he joined the Red Army and rose quickly through the ranks. He commanded Soviet forces at major battles, including Khalkhin Gol, Moscow, Stalingrad, Kursk, and the final assault on Berlin. He became Marshal of the Soviet Union in January 1943. After World War II, he was the first military governor of the Soviet occupation zone in Germany. He later served as Chief of the General Staff and Minister of Defence. He was removed from top posts because Soviet political leaders feared his popularity and power. Zhukov is remembered as one of the most celebrated Soviet commanders of the 20th century. 🪖⚔️🇷🇺 [Read more] @googlefactss #GeorgyZhukov#SovietUnion#WorldWarII#Marshal#MilitaryHistory#EasternFront