Red-Team Probes

Goal

Probe adaptive failure modes that static stress regimes may miss.

Command

python main/stress_test_red_team.py \
  --bundle-dir main/output/real_multi_task/ioi_v0_gpt2-small

Probe families

• adaptive black-box search
• near-miss negatives
• bundle-hacking attempts

Output artifacts

• stress_test_red_team.json
• stress_test_red_team.md

What to monitor

• bypass success rate
• dominant bypass tactics
• recurring gate families targeted by successful probes

How to use findings

• prioritize contract hardening where bypasses concentrate
• add regression tests for previously successful bypass classes
• re-run deterministic reviews after hardening changes