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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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Mappasaurus Official Channel

@mappasaurusofficial · Post #299 · 04/06/2025, 03:13 PM

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🌐Unlock Potential with Mappasaurus: Mapping the Future🦖 🚀What’s Coming: 🟢Urban Optimization: Imagine a future where Mappasaurus enhances city life by streamlining traffic management and improving public transportation networks. 🟢Disaster Preparedness: See how our advanced mapping could support quicker and more effective responses to emergencies, potentially saving lives. 👀Why Mappasaurus? 🔵Future-Ready: We’re gearing up to tackle real urban challenges by integrating AI and decentralized technology into our mapping solutions. 🔵Community-Centric: Our commitment is to build tools that will not only upgrade infrastructure but also empower communities by making their environments safer and more efficient. 🚶‍♀️Join Our Journey 🟡 Be a part of this exciting phase as we prepare to launch. Your support and feedback are vital as we fine-tune our technology to meet real-world needs. 💯#Mappasaurus#UrbanInnovation#SmartCities#FuturePlanning

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