{"slug": "more-than-just-code-review", "title": "More than just code review", "summary": "Simon Willison argues that the key skill for using coding agents is confidently instructing them and verifying changes, noting that reviewing every line of code is not the most effective validation method.", "body_md": "The key skill required to make productive use of coding agents is being able to confidently instruct them on how to make changes and then confidently verify that those changes have been applied in the correct way.\n\nSometimes this involves reviewing every line of code they have written, but there are other ways to achieve that goal. Eyeballing every line of code has never been the most effective way to validate a chance to a piece of software.\n\nTags: [code-review](https://simonwillison.net/tags/code-review), [coding-agents](https://simonwillison.net/tags/coding-agents), [generative-ai](https://simonwillison.net/tags/generative-ai), [agentic-engineering](https://simonwillison.net/tags/agentic-engineering), [ai](https://simonwillison.net/tags/ai), [llms](https://simonwillison.net/tags/llms)", "url": "https://wpnews.pro/news/more-than-just-code-review", "canonical_source": "https://simonwillison.net/2026/Aug/22/more-than-just-code-review/", "published_at": "2026-08-22 15:56:54+00:00", "updated_at": "2026-08-22 16:13:20.406429+00:00", "lang": "en", "topics": ["generative-ai", "ai-agents", "ai-tools"], "entities": ["Simon Willison"], "alternates": {"html": "https://wpnews.pro/news/more-than-just-code-review", "markdown": "https://wpnews.pro/news/more-than-just-code-review.md", "text": "https://wpnews.pro/news/more-than-just-code-review.txt", "jsonld": "https://wpnews.pro/news/more-than-just-code-review.jsonld"}}