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ECO-AIM-AI-008 — Re-training without drift detection

  • Category: AI/ML (AIM)
  • Family: AI (AI)
  • Layer: AI
  • Tier: 3
  • Severity: warning
  • Tags: ai, training
  • Legacy ID: ECO-AI-008

Summary

Training without drift checks wastes compute and introduces risk.

Rationale

Training should be triggered by need, not habit.

Impact

{
  "confidence": 0.6,
  "notes": "High compute waste risk.",
  "type": "cost"
}

Detection

{
  "languages": [
    "org"
  ],
  "method": "config"
}

Remediation

{
  "guidance": "Add drift detection and training triggers.",
  "tradeoffs": "Monitoring complexity."
}

Ontology

{
  "system_layers": [
    "ai"
  ]
}