Offensive Tools

raink

raink is a command-line tool using an open-source ranking algorithm to solve general ranking problems that are difficult for LLMs to process.

About raink

Use LLMs for document ranking.

In June 2024, Bishop Fox presented Patch Perfect: Harmonizing with LLMs to Find Security Vulns at RVASec where researchers showed how we use a novel LLM-based algorithm to associate code diffs in software patches with their corresponding security advisories in the context of N-day vulnerability analysis.

Now, Bishop Fox is offering raink, an implementation of our listwise ranking algorithm as a command-line tool. raink can be used to solve general ranking problems that are otherwise difficult for LLMs to process.

Bishop Fox Researcher Caleb Gross Headshot

Director of Capability Development

Caleb Gross

Caleb Gross is the Director of the Capability Development at Bishop Fox where he leads a team of offensive security professionals specializing in attack surface research and vulnerability intelligence. Prior to coming to Bishop Fox, he served as an exploitation operator in the US Department of Defense's most elite computer network exploitation (CNE) unit. As a top-rated military officer, Caleb led an offensive operations team in the US Air Force's premier selectively manned cyber attack squadron. He studied at the University of Virginia and holds two degrees in computer science.

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