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12-Factor Agents

Apply a set of proven principles to build reliable, scalable, and production-ready LLM software. Move beyond framework limitations and deliver high-quality AI features.

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Inspired by the classic '12-Factor App' methodology, this guide offers a set of principles for building reliable, scalable, and maintainable LLM-powered software. Many developers hit a wall when trying to build production-ready AI agents, often getting stuck at an 80% quality bar with existing frameworks. This often leads to reverse-engineering complex systems or starting from scratch.

12-Factor Agents provides a roadmap to avoid these pitfalls. It's based on extensive research and hands-on experience building agentic systems. The core idea is that the most effective way to build high-quality AI software is to integrate small, modular concepts from agent building into your existing product, rather than attempting a greenfield rewrite with a restrictive framework. This approach empowers skilled software engineers, even those without a deep AI background, to create applications that are truly good enough for customers by following a clear set of design patterns.

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