Execute full attack lifecycle and find vectors

Design adversarial campaigns to stress-test AI system reasoning and security

Red-team validation when system robustness against coordinated attack is a non-negotiable requirement.

• · Target system description
• · Threat model
• · Constraint budget (time/cost)

• · Attack plan with stage-gates
• · Exploit scenarios
• · Failure modes discovered

• · Git/GitHub

• · Explicit permission for adversarial testing
• · Legal/ethical review
• · Isolated test environment

• · Attacks become uncontrolled (spiral into chaos)
• · Exploit discovered is patched post-hoc (not foundational)
• · Test environment not isolated from production

• · Methodical stage-gating
• · Threat model explicitly scoped