CASE EVIDENCE / A RECORD

vxcontrol 使用 Claude 3 Haiku 处理代码审查和测试生成

vxcontrol 公开的代码审查与测试案例，来源为公开代码库，复核于 2026-06-26T13:17:46Z。

原始记录：PentAGI: Claude 3 Haiku for Automated Penetration Testing AI Agent Reasoning

Chinese Brief

中文案例导读

vxcontrol 公开的代码审查与测试案例，来源为公开代码库，复核于 2026-06-26T13:17:46Z。 Model Atlas 将它标记为 A 类证据，因为它同时具备具体使用者、具体任务、公开原始证据和可访问产物。 Model Atlas 不把 benchmark、教程、发布说明或集合页包装成真实案例。

厂商Anthropic / Claude

模型Claude 3 Haiku

任务类型代码审查与测试

审核状态auto_approved

任务

真实任务背景

这是一个围绕代码审查和测试生成的真实任务，公开材料可以回溯到具体使用者和具体产物。原始资料写作：PentAGI is a fully autonomous penetration testing platform (17,973 GitHub stars) that uses AI agents to perform complex security assessment tasks. It explicitly lists claude-3-haiku-20240307 as a supported LLM provider …

代码审查与测试公开代码库A 类可核验real_case

公开产物

公开材料提供公开代码、README 或项目配置，可用于核验任务结果、项目形态和模型绑定关系。原始资料写作：Comprehensive vulnerability reports with exploitation guides; automated penetration test execution across network reconnaissance, web application testing, and privilege escalation phases

模型作用

Claude 3 Haiku 在该案例中承担代码审查和测试生成相关的生成、分析、编排或实现角色。原始资料写作：Claude 3 Haiku provides fast, cost-effective AI reasoning for real-time security analysis, automated task planning, and intelligent tool selection during penetration testing. Its speed (21K tokens/second) enables rapid …

风险边界

当前判断基于公开材料；若产物下线、仓库变更或模型参与比例仅来自作者自述，需要在引用前重新复核。原始资料写作：PentAGI supports 10+ LLM providers; Claude 3 Haiku is one option among many. Users can configure any supported provider. The pentagi-3-haiku-20240307 model is noted as being retired April 19, 2026, with migration to cla…