ECO-AIM-AI-010¶
Name: Overly frequent fine-tuning cycles
Category: AI/ML
Family: AI
Primary layer: ai
System layers: ai
Description¶
Frequent tuning without clear value wastes compute.
Impact¶
- confidence: 0.55
- notes: Depends on pipeline.
- type: cost
Detection¶
- languages:
org - method: trace
Remediation¶
- guidance: Set tuning cadence based on outcomes and drift.
- tradeoffs: May delay improvements.
Pattern examples¶
No pattern examples provided.
Remediation examples¶
No remediation examples provided.
Metadata¶
- catalog_version: 0.4.0