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Quanta GenAI Curriculum · LLMOps · Intermediate

LLMOps Intermediate — 052: pair eval regressions on `Eval harness hardening` — memo `472827 [52]`

Lesson 052: Eval harness hardening

Focus

Anchor this drill to one production LLM workflow—even hypothetical. Token Eval harness hardening:52 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging contract

| Field | Retention |
|-------|-----------|
| trace_id | 17d |
| prompt_hash | policy-defined |
| completion_excerpt | 24h hot |

Mask tier `pii-v1` before persistence.

Practice

Practice Simulate degraded retrieval once; capture user-facing fallback copy. — 52 Bump 25.