After two decades building systems across banking, blockchain, and digital forensics, I've learned that the tools we choose define the speed and quality of what we ship. When Claude AI entered my workflow, something shifted. I stopped treating AI as a novelty and started treating it as a genuine engineering partner—one that reviews my Soroban smart contracts, drafts documentation nobody wants to write, and helps me reason through architecture decisions in real time.
Let me share exactly how I integrate Claude into my daily practice, with concrete examples from tokenization projects on Stellar.
Writing Code Faster Without Sacrificing Rigor
Speed without correctness is technical debt in disguise. My approach is to use Claude as a pair programmer that accelerates the tedious 70% so I can focus on the critical 30%.
A recent example: I was building a Soroban contract for a real-world asset tokenization pilot. Instead of hand-writing boilerplate for storage helpers, event emission, and access control, I described the domain model to Claude and iterated on the generated Rust. What normally takes me a full day of scaffolding took roughly two hours.
