John Langford 4/27/2026

Agentic Coding Ascension Notes

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This article discusses the author's experience using agentic coding with Anthropic's Claude, which they claim provides a 10x to 100x productivity multiplier in software engineering. The author shares qualitative observations from applying agentic coding to the Vowpal Wabbit codebase, handling 150 issues for a release, and learning CI pipelines in spare time. Key insights include the right mindset: expect to learn, don't trust agents blindly, design verification tests, avoid interrupts, and use sandbox environments. The article is highly relevant to IT/technology, focusing on AI-assisted coding, productivity, and software engineering best practices.

Agentic Coding Ascension Notes

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