OpenAI首个GPT-5找Bug智能体：全自动读代码找漏洞写修复

Core Insights - OpenAI has launched Aardvark, an AI-driven "white hat" agent designed to automatically identify and fix security vulnerabilities in large codebases [2][3][4] - Aardvark has demonstrated a 92% identification rate for known vulnerabilities, showcasing its effectiveness in complex conditions [4][19] - Major tech companies like Anthropic, Google, and Microsoft have also introduced similar AI security agents in October, indicating a growing trend in AI-driven code security solutions [7][24][32] Group 1: Aardvark's Functionality - Aardvark operates as an agentic security researcher, continuously analyzing source code repositories to identify vulnerabilities, assess exploitability, determine risk levels, and propose targeted fixes [9] - It utilizes a workflow that includes threat modeling, vulnerability discovery, sandbox validation, Codex repair, manual review, and pull request submission [11] - The integration with GitHub and Codex allows Aardvark to provide actionable security insights without disrupting development efficiency [15] Group 2: Industry Trends - The release of Aardvark coincides with similar announcements from other tech giants, highlighting a collective push towards AI-enhanced code security [23][24] - Anthropic's Claude Sonnet 4.5 and Google's CodeMender have shown superior performance in vulnerability detection compared to previous models, indicating rapid advancements in AI capabilities [28][29] - The increasing complexity of enterprise networks and the rise in cyber threats necessitate AI solutions for efficient vulnerability management [32][34] Group 3: Market Implications - The simultaneous launch of multiple AI security tools suggests a competitive landscape where companies aim to address the growing demand for automated vulnerability detection and remediation [32][34] - The observation that companies are creating both vulnerability-generating and vulnerability-fixing agents raises questions about the sustainability and ethics of such business models [35]