Feedback loop automation¶
Technical integration¶
Automated reporting pipeline¶
Red Team: Logs attacks in structured format (e.g., JSON):
    {
      "tactic": "TA0002 (Execution)",
      "technique": "T1059.003",
      "tool": "PowerShell",
      "bypassed_defenses": ["EDR-123"],
      "detection_quality": "low" 
    }
Blue Team: Ingests into ticketing system (Jira/Servicenow) with priority tags.
Defence validation testing¶
Automated replay of attacks after mitigations are deployed:
# Example: Re-test PowerShell detection after EDR update  
atomic-red-team.exe -t T1059.003 --check  
Tools¶
VECTR for tracking test cases
Zeus Cloud for auto-generating detection rules