Modeling the Threat and Defining Success Metrics

Manual vs Automated Attack Techniques: An Actionable Taxonomy

Running Focused Jailbreak and Fuzz Campaigns at Scale

From Findings to Fixes: Triage, Prioritization, and CI Integration

Practical Protocols: Checklists, Playbooks, and Example CI Steps

Models fail on the attack surface first — not in production. Treat adversarial testing as an engineering discipline: define the enemy, measure outcomes, automate discovery, and convert each failure into a test that never regresses.

The pain is specific: your assistant occasionally refuses correctly, sometimes obeys dangerous instructions, and at other times leaks context from private documents. That inconsistency translates to legal risk, lost customer trust, and emergency patches that break functionality.…