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Troubleshooting

Solutions to the most common BrainPredict Cyber deployment and operational issues.

Common Issues

Connector authentication fails

Symptoms: 401 Unauthorized from SIEM API

  • OAuth token expired (default TTL 3600s)
  • Client secret rotated in identity provider
  • Insufficient API permissions on the service principal
Re-generate credentials in the SIEM portal and update via client.update_connector(connector_id, client_secret="NEW_SECRET")

Alert storm — high volume low-severity alerts

Symptoms: SOC queue > 10,000 alerts / hour

  • Threshold too low (default 50 — increase to 70)
  • Vulnerability scanner not whitelisted
  • Noisy data source recently onboarded
POST /api/v1/config/thresholds { "min_score": 70 } — verify with GET /api/v1/soc/queue?limit=5

Model drift detected

Symptoms: /api/v1/models/health returns drift_score > 0.15

  • New attack patterns not in training data
  • Environment change (new cloud region, new CIDR)
  • SIEM schema change causing feature shift
Trigger retraining: POST /api/v1/models/{model_id}/retrain — completes in 4–6 hours