AI Engineering Roadmaps & Patterns In 2025
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If you haven’t noticed, AI and language models are changing skills needed to be a successful engineer.
The people who are learning these new skills are getting jobs that pay up to $435K per year.
They’re creating apps using LLMs that generate millions of dollars per year at 90% margins with no employees.
They’re building features that took months, in minutes.
They’re using the 6 AI Engineering Patterns to build.
Models: Understanding foundational AI models and their integration into applications. Prompting: Crafting effective prompts for reliable AI outputs. Context (RAG): Enhancing AI responses with relevant external knowledge through Retrieval Augmented Generation. Orchestration (Agents): Managing AI agents to coordinate tasks for complex problem-solving. Evals & Observability: Implementing evaluation frameworks and monitoring systems to improve AI performance.