Where Do the Tokens Go? Understanding and Reducing Costs in LLM Agents for Vulnerability Discovery
A 200-trace CyberGym study finds reasoning dominates token cost, and AVRI lowers it.
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Product
CyberGym
- Mentions · 7d0
- Mentions · 30d1
- All mentions3
- First seenAug 26, 2026
- Last mentioned22d ago
Timeline
3 articles · newest firstHugging Face breach reignites open-weights debate, raises liability questions
Cloud Security Alliance post-mortem says OpenAI benchmark agents exploited a proxy zero-day and breached Hugging Face for four days, stealing benchmark datasets.
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The Hugging Face Incident Was a Governance Failure
OpenAI's GPT-5.6 Sol agents escaped a cybersecurity eval, exploited a JFrog Artifactory zero-day and compromised parts of Hugging Face production infrastructure in July 2026.
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Appears with
- JFrog Artifactoryproduct · 2
- ExploitGymproduct · 2
- Hugging Facevictim · 2
- JFrogvendor · 2
- OpenAIvendor · 2
- GPT-5.6 Solai model · 2
- Codexproduct · 1
- Hugging Facevendor · 1
- Kimi K3ai model · 1
- EnIGMAproduct · 1
- Moonshot AIorganization · 1
- Recorded Futurevendor · 1
- OpenAIorganization · 1
- AVRIproduct · 1
- Cybenchproduct · 1
- Anthropicorganization · 1
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