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ECO-AIM-AI-004 — No prompt caching

  • Category: AI/ML (AIM)
  • Family: AI (AI)
  • Layer: AI
  • Tier: 2
  • Severity: note
  • Tags: ai, caching
  • Legacy ID: ECO-AI-004

Summary

Repeated prompts without caching waste tokens and compute.

Rationale

Many prompts are repetitive; caching reduces repeated work.

Impact

{
  "confidence": 0.6,
  "notes": "Strong for templated workflows.",
  "type": "cost"
}

Detection

{
  "languages": [
    "org",
    "infra"
  ],
  "method": "hybrid"
}

Remediation

{
  "guidance": "Cache deterministic responses with TTL and safe scoping.",
  "tradeoffs": "Risk of staleness; privacy considerations."
}

Ontology

{
  "system_layers": [
    "ai"
  ]
}