Author
Ralph Jonas
Ralph writes for developers about how he uses AI tools in software work and where human judgment matters.
What he writes about
His articles draw on his day-to-day software work. They cover how he keeps project information organized, uses AI tools to find and fix problems, and reviews the work those tools produce.
Each article links to the research it uses and says when a point is his own view.
Latest articles
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How to Deslop
Slop is a review problem, not a generation problem. A repeatable pass for removing AI defaults from your writing and code, with before-and-after examples. -
Agentic Engineering Is Not Vibe Coding
Same tools, different job. Why Karpathy retired vibe coding, what the March CVE numbers indict, and what a disciplined multi-agent setup looks like. -
How to Become AI-Native: 5 Levels for Developers
A practical five-level framework for moving from occasional AI assistance to durable, AI-native developer workflows built around context and judgment.
Elsewhere
More about Ralph is available at ralphjonas.com.