--- title: "Theory of constraints, AI, and code review" url: https://daily.dev/posts/theory-of-constraints-ai-and-code-review-ymekllkje source_url: https://swizec.com/blog/theory-of-constraints-ai-and-code-review type: article source: "swizec.com" published: 2026-07-06T19:00:55.113Z updated: 2026-07-06T19:02:24.651Z tags: ["devops", "code-review"] reading_time: 9 upvotes: 0 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Theory of constraints, AI, and code review **[swizec.com](https://daily.dev/sources/swizec)** · 9 min read · 0 upvotes · 0 comments ## Summary AI tools let developers write code faster, but shipping speed hasn't improved proportionally. The bottleneck has shifted to code review, not code writing. Applying the Theory of Constraints (and Amdahl's Law), the argument is that speeding up non-bottleneck steps (code generation) yields little gain — you must fix the bottleneck (review). Code review isn't primarily about catching bugs; it's a socio-technical practice that spreads knowledge, enforces standards, and shapes long-term codebase health. The post outlines what good code review looks like, argues against fully automating it (since mentorship and taste-building are personal), and recommends subordinating the whole team's workflow to clearing the review queue rather than generating more code. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Code review isn't your bottleneck, even with AI](https://daily.dev/posts/code-review-isn-t-your-bottleneck-even-with-ai-towvrsjdn) · OctopusDeploy · 3 upvotes · 1 comments - [The Final Bottleneck](https://daily.dev/posts/the-final-bottleneck-ceqadcl8q) · Armin Ronacher · 2 upvotes · 2 comments - [The bottleneck isn't writing code anymore. It's understanding it.](https://daily.dev/posts/the-bottleneck-isn-t-writing-code-anymore-it-s-understanding-it--oqefvqhf8) · Three Dots Labs · 152 upvotes · 31 comments - [If you thought the speed of writing code was your problem - you have bigger problems \| Debugging Leadership](https://daily.dev/posts/if-you-thought-the-speed-of-writing-code-was-your-problem---you-have-bigger-problems-debugging-lea-xgrxevjsk) · Hacker News · 0 upvotes · 0 comments --- Tags: [#devops](https://daily.dev/tags/devops), [#code-review](https://daily.dev/tags/code-review) [View this post on daily.dev](https://daily.dev/posts/theory-of-constraints-ai-and-code-review-ymekllkje)