ECO-AIM-AI-001 — Oversized model selection¶

Category: AI/ML (AIM)
Family: AI (AI)
Layer: AI
Tier: 3
Severity: warning
Tags: ai, model-selection
Legacy ID: ECO-AI-001

Summary¶

Using larger models than needed increases inference cost and emissions.

Model size is a direct multiplier for compute and energy.

{
  "confidence": 0.6,
  "notes": "Workload-dependent.",
  "type": "carbon"
}

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

{
  "guidance": "Benchmark smaller models and quantify tradeoffs before scaling.",
  "tradeoffs": "May reduce marginal quality."
}

{
  "system_layers": [
    "ai"
  ]
}