Gergely Orosz · 2 min read · Gen AI Tools
The Pulse: We need to talk about migrations with AI
Read the original on newsletter.pragmaticengineer.com →
AI can dramatically accelerate framework migrations and code modernization, turning lengthy rewrites into manageable tasks. The piece cites Asana’s Enzyme migration completed in two weeks, with similar success stories from Airbnb and Uber, suggesting AI’s strong fit for migrations. It also touches on broader industry shifts, including leadership changes and evolving perceptions of AI tooling in the market.
Key Takeaways
- AI-enabled migrations can drastically shorten rewrite cycles and accelerate modernization efforts (e.g., Asana’s Enzyme migration).
- Engineering leadership must adapt to a fast-changing landscape, with roles like VPE/CTO evolving to drive organizational change.
- Traditional Gartner rankings for AI tooling may overlook AI-native capabilities, prompting reevaluation of what constitutes effective code modernization tools.
- Industry signals (e.g., Slack Code, Uber SubmitQueue) indicate AI tooling is increasingly shaping product engineering and migration strategies.
Excerpt
The Pulse is a series covering events, insights, and trends within Big Tech and startups. Today, we cover: More on the “great engineering leader career break.” The industry is changing fast, and the VPE and CTO roles also need to adapt. And don’t forget that these are the roles from which you can drive change that reorganizes engineering in ways that work better. We need to talk about migrations with AI. Asana needed to migrate off testing framework Enzyme, but it meant doing a massive rewrite of test cases. With AI, the project was completed in two weeks: without AI,…