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The AI-Native Engineer Trail
A 60-day roadmap for experienced software engineers and architects.
AI is changing software engineering fast, but experienced engineers do not need to start over.
The AI-Native Engineer Trail is a practical 60-day roadmap for experienced software professionals who want to strengthen their current role, grow into AI-native engineering, and prepare for new opportunities in Generative AI and Agentic AI.
By Shahzad Badar and Murad Iqbal. A Think Agentic Practical Guide.
Across eight milestones, the guide covers:
Generative AI and Models Context, Knowledge and RAG Agentic AI Tools, Skills and MCP Agent Harness, State and Runtime Agent Systems and Orchestration AI-Native Software Engineering Production AI, LLMOps and Cloud
The roadmap follows a simple principle: Learn. Build. Prove.
It also includes a dedicated Java Engineer track using Spring AI / Quarkus, a structured 8-week sequence, one flagship-project progression, architecture questions to ask at every milestone, and proof-of-work guidance for GitHub, demos, technical writing, and interviews.
AI can suggest. Experience decides. Reimagine what your expertise can do with AI.
