Accuracy and false positives

Validation reduces noise

Multi-engine validation means findings that survive cross-checks are more likely to be actionable — but no automated system is perfect.

False positives

You may still see:

• Issues that do not apply to your deployment model
• Theoretical problems that are mitigated elsewhere
• Duplicates described differently before consolidation

Use severity, confidence, and your domain knowledge together.

False negatives

Automated tools can miss bugs, especially:

• Complex cross-contract interactions
• Economic or governance attacks
• Issues outside the snapshot’s scope

Treat Guardix as a strong automated layer, not the only layer.

Recommended practice

Combine Guardix with internal review, tests, and external audits sized to your risk and stage.