| RISK-001 | MergeEngine GPU OOM during large model merge | 4 | 4 | ML Infra | Retry with reduced memory, queue to larger GPU | MITIGATED |
| RISK-002 | Incompatible models selected for merge | 3 | 2 | ML Engineering | Compatibility check before GPU allocation | MITIGATED |
| RISK-003 | ArtifactStore corruption or bit rot | 2 | 5 | Infra | Checksums, replicas, backup strategy | MITIGATED |
| RISK-004 | BenchmarkEngine backend crash mid-evaluation | 3 | 3 | ML Infra | Retry on different node, health checks | MITIGATED |
| RISK-005 | EvolutionEngine stagnation with no fitness improvement | 3 | 3 | ML Engineering | Diversity injection, mutation rate tuning | OPEN |
| RISK-006 | ExperimentTracker database unavailability | 2 | 4 | Infra | Replicas, read-only fallback, caching | MITIGATED |
| RISK-007 | Invalid tokenizer blocks model validation | 2 | 2 | ML Engineering | Validation at import, clear error messages | MITIGATED |
| RISK-008 | Network partition between core services | 2 | 4 | Infra | Retry with backoff, service mesh health checks | MITIGATED |
| RISK-009 | Catastrophic forgetting in fine-tuned specialist | 3 | 3 | ML Engineering | Regression eval, forgetting controls, EWC | MITIGATED |
| RISK-010 | New dependency CVE introduced in CI | 3 | 3 | Security | Daily scans, CI gate, local CVE DB for offline | MITIGATED |
| RISK-011 | Quantization engine numerical overflow | 2 | 3 | ML Engineering | NaN/Inf detection, fallback to higher bit width | MITIGATED |
| RISK-012 | Unauthorized access to proprietary model weights | 2 | 5 | Security | RBAC, signed artifacts, audit logging | MITIGATED |
| RISK-013 | Hidden Test Set leakage to EvolutionEngine | 1 | 5 | ML Engineering | Strict split enforcement, access controls | MITIGATED |
| RISK-014 | Model supply chain compromise (tampered weights) | 2 | 5 | Security | Signature verification, manifest checks, quarantine | MITIGATED |
| RISK-015 | GPU orchestrator scheduling deadlock | 2 | 4 | Infra | Timeout-based preemption, resource quotas | OPEN |
| RISK-016 | Offline deployment package missing dependencies | 2 | 3 | Infra | Dependency bundling, manifest validation, smoke tests | MITIGATED |
| RISK-017 | Reproducibility failure due to nondeterministic backend | 3 | 3 | ML Engineering | Deterministic seeds, fixed backend versions, bit-for-bit tests | OPEN |
| RISK-018 | Alerting fatigue from noisy failure detection | 3 | 2 | Infra | Alert grouping, severity tuning, on-call rotation | OPEN |
| RISK-019 | Regulatory compliance failure for deployed model | 1 | 5 | Security | License scanning, safety evaluation, audit trail | MITIGATED |
| RISK-020 | Disaster recovery failure (backup unrecoverable) | 1 | 5 | Infra | Regular restore drills, backup verification, offsite copies | MITIGATED |