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Quanta GenAI Curriculum · LLMOps · Advanced

LLMOps Advanced — 057: quantify hallucination fallout on `Eval harness hardening` — memo `817129 [57]`

Lesson 057: Eval harness hardening

Focus

Prefer explicit failure rehearsals over aspirational wording. Token Eval harness hardening:57 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging contract

| Field | Retention |
|-------|-----------|
| trace_id | 22d |
| prompt_hash | policy-defined |
| completion_excerpt | 24h hot |

Mask tier `pii-v2` before persistence.

Practice

Practice Simulate degraded retrieval once; capture user-facing fallback copy. — 57 Bump 12.