ECO-AIM-AI-010 — Overly frequent fine-tuning cycles¶

Category: AI/ML (AIM)
Family: AI (AI)
Layer: AI
Tier: 3
Severity: note
Tags: ai, finetuning
Legacy ID: ECO-AI-010

Summary¶

Frequent tuning without clear value wastes compute.

Tuning cycles should be justified by measurable benefit.

{
  "confidence": 0.55,
  "notes": "Depends on pipeline.",
  "type": "cost"
}

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

{
  "guidance": "Set tuning cadence based on outcomes and drift.",
  "tradeoffs": "May delay improvements."
}

{
  "system_layers": [
    "ai"
  ]
}