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English(EN) A New Open-Weight Model Finds Security Bugs for $2.38 a Run, and It's Not More Accurate Than Claude

Cantina Security 发布低成本、开放权重的安全任务模型

作者 PulseAugur 编辑部 · [1 个来源] ·

Cantina Security 发布了 apex-flash-1，这是一款专为代码分析和漏洞验证等安全任务设计的开放权重模型。虽然其运行成本远低于 Claude Opus 5 High 等模型，但 apex-flash-1 的准确性较低，在基准测试中解决的任务更少。该模型旨在作为更大代理系统中的专用工具，并基于真实世界的漏洞案例进行训练。 AI

影响 为特定的安全相关 AI 任务提供了一种经济高效的选择，但不能替代高精度的前沿模型。

排序理由 发布一款专用的、开放权重的安全任务模型。

在 dev.to — LLM tag 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

Cantina Security 发布低成本、开放权重的安全任务模型

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30 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
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Tool
发布一款专用的、开放权重的安全任务模型。
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Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
model release, product
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
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Clearly on-topic for AI-industry coverage.
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Breaking (< 6h)
Fresh story with cross-source coverage still developing. Ranking may shift as more sources report.

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报道来源 [1]

  1. dev.to — LLM tag TIER_1 English(EN) · Hamvero Technologies ·

    一款新的开放权重模型每次运行发现安全漏洞成本仅为2.38美元，其准确性不如Claude

    <p>Cantina Security released apex-flash-1 on 2 October: an open-weight, MIT-licensed model built to read code, use tools, pursue an exploit, and verify that it worked against a live target. Most coverage led with the cost figure, $2.38 to run a 60-task benchmark against $74.68 fo…

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