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Quanta GenAI Curriculum · LLMOps · Intermediate

LLMOps Intermediate — 168: simulate empty retrieval on `Audit-ready portfolio evidence` — memo `837906 [168]`

Lesson 168: Audit-ready portfolio evidence

Focus

Swap placeholder nouns for your internal service names immediately. Token Audit-ready portfolio evidence:168 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Red-team tableau

1. Actor **support_agent**
2. Injection `INJECT-149`
3. Detector `policy-tier-0` → pager `llmops-oncall-2`
4. Log fields `trace_id,tenant_id,redaction_tier`

Practice

Practice Attach rollback steps if cost-per-request crosses your guardrail. — 168 Bump 32.