# Risk Management Strategies

### Vault Provider Risks

* DEX Dependency: Mitigated by due diligence, live monitoring, and emergency withdrawal plans
* Oracle Failures: Multi-oracle setup with fallback protocols
* Fee Logic Errors: Individual HWM tracking, audit trails, refund safeguards

### Data Provider Risks

* Quality & Availability: Multi-source validation, real-time backups, provider SLAs
* Security: Access controls, anomaly detection, incident response protocols

### Strategy Curator Risks

* Pool Selection: Enforced criteria for liquidity, volume, and volatility
* Backtest Bias: Out-of-sample testing, Monte Carlo sims, live paper trading
* Capacity Saturation: Modeled thresholds, staged capital, multi-pool diversification

### Guardian Oversight

* Performance Drift: Monitors deviation vs model, triggers recalibration
* Monitoring Gaps: Redundant systems with health checks

Slow Response: Clear incident escalation paths and role-based response drills<br>


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