Initial Paper release: AUTOMATED, REPRODUCIBLE PIPELINE FOR LLM VULNERABILITY DISCOVERY: PROBE DESIGN, JSON FINDINGS, AND STATISTICAL QUALITY CONTROLS: CASE STUDY OF GPT-OSS-20B VULNERABILITIES Abstract We present a unified, reproducible pipeline that combines systematic probe…