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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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@revheadcrypto · Post #368 · 08/21/2024, 06:08 PM

🚗✨ Updated Audi RS 3: Hatchback and Sedan Debut! ✨🚗 🔧 The facelift brings a fresh look with new headlights featuring a checkered flag design for the daytime running lights, which can be customized! 🏁 🛠️ Inside, you’ll find a revamped steering wheel that’s now flat on both the top and bottom, complete with two new red buttons to activate RS Performance and RS Individual modes! 🔴🔵 Optional carbon bucket seats offer enhanced support for those thrilling drives. 🪑💨 💥 The Audi RS 3 retains its powerful 2.5-liter turbocharged five-cylinder engine, delivering 400 hp and 500 Nm of torque, paired with a seven-speed dual-clutch transmission and all-wheel drive. ⚡️💪 It still rockets from 0 to 100 km/h in just 3.8 seconds, with a top speed of 290 km/h! 🚀 🔄 Engineers have fine-tuned the torque splitter algorithm (RS Torque Splitter) and optimized chassis settings, allowing drivers to tackle corners at higher speeds! 🏎️💨 #AudiRS3#Performance#CarEnthusiast#TurboPower#LuxuryCars#DrivingExperience#Innovation#Auto🚘💖