Author

S. K. Shukla

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Preprint Aug 2026

How Do LLM Agents Actually Get the Flag? Trace-Level Provenance for Agentic Offensive Security Evaluation

CTF-ABACUS is introduced, a trace-based agent auditing framework that reconstructs each run as an evidence-grounded solve profile that provides a basis for designing benchmarks that better isolate the offensive capabilities of autonomous language-model agents.

Kimberly Milner, Ming-Hao Shao, Nanda Rani et al. · 2 citations

Preprint Jul 2026

ReCon: A Resource-Constrained Benchmark for LLM-Based Cybersecurity Compliance Across Ingestion and Retrieval Pipelines

With the increasingly aggressive cyber threat landscape for governments, businesses, and institutions, as information and/or cybersecurity implementations are increasingly under scrutiny by regulators, it has been pointed out that governance failure is one of the major reasons for a weakened cybersecurity posture. A ma...

R. Negi, Rishika Jain, Soumyo V Chakarborty et al. · 0 citations