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Author

Levente Csikor

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#small language model Preprint Oct 2026

DarKnight: Retrieval-Guided Agentic Framework for Breaking Dark Web CAPTCHA Gates

DarKnight, a self-improving agentic framework designed to run on a single workstation GPU inside an investigator's Tor crawler and solve CAPTCHAs with small, locally hosted open-weight VLMs that no provider decision can withdraw, without per-market training or third-party services is presented.

Bing-Hui Wu, Yeo Zi Yi, Darren Tan et al. · 0 citations
Review Aug 2026

Drishti: AI-Led Human-Directed Vulnerability Auditing for 5G Cores

Candidate generation for open-source vulnerabilities is no longer scarce. AI-assisted code review now produces defect candidates cheaply, and industry programs pair them with expert human triage. The remaining scarcity is validation and impact assessment, and the gap is largest in critical-infrastructure software like...

Sriram Ramachandran, Levente Csikor, Dinil Mon Divakaran · 0 citations

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