Cogent uses OpenAI models for security remediation

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Moving from discovery to remediation

OpenAI's November 10 Cogent story describes using agents in enterprise cyber defense. Cogent brings together information about assets, identities, dependencies and vulnerabilities in a shared context.

Models such as GPT-6.1 Sol and GPT-5.6 use this context to investigate and perform permitted fixes. GPT-6 Astra is also used for complex planning.

Permissions are checked in a separate layer

Cogent's TRACE mechanism checks tool calls against organizational policies. Customers can require approval for changes or permit bounded automation. The speed improvements in the article come from the company's customer story, rather than an independent, general benchmark.

Moving from discovery to remediation

Models such as GPT-6.1 Sol and GPT-5.6 use this context to investigate and perform permitted fixes. GPT-6 Astra is also used for complex planning.

Moving from discovery to remediation

Permissions are checked in a separate layer

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Moving from discovery to remediation

Permissions are checked in a separate layer

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Vercel Security Review now scans GitHub repos without a linked project

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Dependabot will pause alerts in inactive repositories