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X 上的 AI 合集档案 · 22 个合集 · 65,263 条

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50 个生产 PR 实测:Luna 与 Astra 代码审查对比

Luna 全程只花 0.20 美元、Astra 花 5.66 美元;安全类 bug 上 Astra 找到 19/24,Luna 只找到 9/24。

Jurly
@jurlycat2026.09.16收录原推发布于 2026.09.15
50 个生产 PR 实测:Luna 与 Astra 代码审查对比
Jurly @jurlycat原推发布于 2026.09.15
在 X 上打开原推

Cheap AI code review works—until the diff touches authentication. Entelligence tested GPT-5.6 Luna and GPT-6 Astra on 50 production pull requests. Luna cost $0.20 for the entire run. Astra cost $5.66. For data and logic bugs, Luna found 39 compared with Astra’s 47. For concurrency bugs, it found 10 compared with 13. But security exposed the real gap: Luna found only 9 of 24 verified security bugs. Astra found 19. Luna was also noisier, with 74% precision versus Astra’s 96%. You don’t need a frontier model reviewing every routine change. But authentication, permissions, and security-sensitive code are terrible places to optimize for the cheapest token.

x.com/jurlycat/status/2099664590045127135采集于 2026.09.16 10:20