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ECO-AIM-AI-001

Name: Oversized model selection

Category: AIM

Family: AI

Primary layer: ai

System layers: ai

Description

Using larger models than needed increases inference cost and emissions.

Impact

  • confidence: 0.6
  • notes: Workload-dependent.
  • type: carbon

Detection

  • languages:
  • python
  • infra
  • method: config

Remediation

  • guidance: Benchmark smaller models and quantify tradeoffs before scaling.
  • tradeoffs: May reduce marginal quality.

Pattern examples

No pattern examples provided.

Remediation examples

No remediation examples provided.

Detailed example walkthrough