Case Studyllmcode scanninggithub security labtaskflows
GitHub Security Lab Uses Taskflows To Triage Alerts
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8.2
The GitHub Security Lab says it has used LLM-powered taskflows via its Taskflow Agent AI framework to triage CodeQL code-scanning alerts, quickly auditing many results and discovering roughly 30 real vulnerabilities since August. The team ran LLMs with basic file-fetching tools, released open-source seclab-taskflow-agent and seclab-taskflows repos, and reports improved false-positive reduction and faster triage for security audits.
Scoring Rationale
Solid practical demonstration with open-source tooling and measurable results, limited broader novelty beyond CodeQL alert triage workflows.
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