ECO-AIM-AI-003 — Re-embedding unchanged data¶

Category: AI/ML (AIM)
Family: AI (AI)
Layer: AI
Tier: 2
Severity: warning
Tags: ai, embeddings
Legacy ID: ECO-AI-003

Summary¶

Recomputing embeddings for unchanged inputs wastes compute.

Embeddings should be cached based on content hash/version.

{
  "confidence": 0.75,
  "notes": "Common in RAG pipelines.",
  "type": "cpu"
}

{
  "languages": [
    "python"
  ],
  "method": "hybrid"
}

{
  "guidance": "Cache embeddings; invalidate on content change only.",
  "tradeoffs": "Cache management."
}

{
  "system_layers": [
    "ai"
  ]
}