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A data-centric framework with five specialized systems allows small teams to train open-weight cyber agents that achieve top-tier performance on benchmark suites like CyberGym.
This paper introduces Schema-Aware Localisation (SAL), a lightweight middleware that grounds LLM-generated SQL queries in live Oracle schema catalog to eliminate hallucination errors, achieving 62.6% execution-grounded truth on TPC-H questions without manual schema curation.