Acceptance on Margrop Blog https://blog.margrop.net/en/tag/acceptance/ Recent content in Acceptance on Margrop Blog Hugo -- gohugo.io en-US Sat, 15 Aug 2026 09:00:00 +0800 Models Change Every Week, But Nobody's Reviewing: Why Verifying AI Code Beats Picking the Right Model by 10x https://blog.margrop.net/en/post/ai-code-review-bottleneck-acceptance-over-model/ Sat, 15 Aug 2026 09:00:00 +0800 https://blog.margrop.net/en/post/ai-code-review-bottleneck-acceptance-over-model/ TL;DR Over the past two years I’ve used nearly every Coding Agent out there: Claude Code, Codex, Cursor, Gemini CLI, OpenClaw… the models rotate and the leaderboards refresh daily. But I’ve grown convinced of one thing: what determines whether you succeed with AI isn’t which model you pick — it’s whether you have a real skill for verifying the code AI writes. The model generates the code; verification decides whether it ships.