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ECO-AIM-AI-011 — Storing all embeddings indefinitely

  • Category: AI/ML (AIM)
  • Family: AI (AI)
  • Layer: AI
  • Tier: 4
  • Severity: warning
  • Tags: ai, embeddings, retention
  • Legacy ID: ECO-AI-011

Summary

Embedding stores without retention grow unbounded and expensive.

Rationale

Embeddings are data; they need lifecycle rules too.

Impact

{
  "confidence": 0.7,
  "notes": "Often overlooked.",
  "type": "storage"
}

Detection

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

Remediation

{
  "guidance": "Apply retention and tiering; delete stale embeddings.",
  "tradeoffs": "Must re-embed when needed."
}

Ontology

{
  "system_layers": [
    "ai"
  ]
}