Gemini 4 Argon 在 sudo L7 工程榜排第 7
sudo L7 榜单新增 Gemini 4 Argon（18.9%，第 7）与 Muse Wonder（15.6%，并列第 8），Claude Opus 5.5 与 Sonnet 5.5 仍以 41.7% 领先。
We've added Gemini 4 Argon and Muse Wonder to the sudo L7 leaderboard: Gemini 4 Argon: 18.9% (#7) Muse Wonder: 15.6% (tied #8) Claude Opus 5.5 and Sonnet 5.5 continue to lead at 41.7%. Today's frontier coding agents can write remarkable code. So can a new PhD. Writing great code and being a great engineer are very different things. Can an agent write idiomatic Rust? Recognize that logging sensitive banking information or storing passwords in plaintext is a terrible idea, even when nobody explicitly warns against it? Proactively warn when a new feature request introduces security risks? That's what sudo L7 tests, using real-world engineering tasks in private production codebases. Beyond functional correctness, agents have to exercise architectural judgment, anticipate risks, communicate tradeoffs, act as thought partners (don't you wish someone could partner with your PM?), and recognize when technically correct code still isn't ready to ship. Coding agents are getting very good at writing code. Getting promoted to L7 is the next frontier.