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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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Oʻzbekiston Qilichbozlik Federatsiyasi

@fencinguzbekistan · Post #4078 · 06/06/2025, 06:16 PM

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🔟 Only 10 Days to Go! The countdown has begun for Asia’s ultimate fencing spectacle ⚔️🌏 Get ready as the 2025 Asian Senior Fencing Championships land on the breathtaking island of Bali! 🌺🌴 📍 Bali, Indonesia 🇮🇩 📅 June 17–23, 2025 ⏳ Seven days. One stage. Endless glory. ✨ Witness: ⚡ Elite fencers from across Asia battle for supremacy 🔥 Unforgettable showdowns & rivalries reborn 🥇 New legends rising — champions forged in every bout 🎯 Precision. Passion. Power. Every point is everything. 📡 Stay tuned for: 🔴 Live updates 🎞️ Daily highlights 🎥 Behind-the-scenes action 📸 Exclusive content you won’t want to miss! 🚀 The road to greatness starts now — and it leads through Bali. Don’t just watch history… be part of it. 🔽 Follow us & gear up for the fight of the year! #AsianFencing#Bali2025#UnleashTheBlade #CountdownToGlory#FencingAsia#SeniorFencing #ChampionsRise#BladesOfAsia#FIE#TopFencers #Indonesia#FencingElite#RoadToVictory#AFC

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