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01 ·Inference & Serving·★ MEMBER·PAPER·11 min read Paper walkthrough: CyberFactory — turning wild CVEs into runnable training problems An open-source pipeline that converts real CVEs into executable, verifiable tasks and uses a reusable vulnerability-analysis skill to synthesize teacher trajectories the student then internalizes. 58.1% Pass@1 on CyberGym.