开发者实测：astra 仍是 code review 最强模型，但 token 消耗偏高
做 code review 可以试试 astra，多位开发者公认最彻底，能挖出高危漏洞，就是费 token。
开发者 vikingmute 分享用 astra 审查一个老项目的经历，称挖出多个高危漏洞。Theo - t3.
gg 也认为 astra 是目前最好的 review 模型，胜在足够彻底。不过评论指出除纯代码外，astra 在风格等多数方面不如 opus，且 token 消耗速度偏快。
说的好啊，astra 真的还是 code review 最棒的模型，一个老项目 review 一遍，真的挖出好几个高危漏洞，不过就是消耗太快了。 评论中有一句说的很对：And produces worse results in almost everything but pure code. If you care about style and how something looks its worse than opus in every way. Theo - t3.gg @theo Astra is still the best "review" model. It's so insanely thorough. 🔗 View Quoted Tweet
This report is categorized under AITOP's "How-to" desk, focusing on US frontier AI labs and Silicon Valley technology leaders. Within our cross-regional analytical framework, it directly maps to AI developer toolchains, coding agents, and engineering workflows and US-China foundation model benchmarks and commercialization comparison. Key entities and technical topics under continuous tracking include astra, opus, code review, 编程助手.
Source attribution: curated from Viking (@vikingmute). Cross-source corroboration: 11 independent sources have covered this development (including Tw93, lmarena.ai, 宝玉), confirming industry-wide signal strength.
