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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 163: sequence human gates on `Portfolio metrics that survive audits` — memo `158228 [163]`

Lesson 163: Portfolio metrics that survive audits

Focus

Treat placeholders as compulsory—swap nouns immediately after reading. Token Portfolio metrics that survive audits:163 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 23 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

Heuristic `pii-mask-v2` tags sensitive spans before persistence.

Practice

Practice Simulate degraded retrieval once; screenshot graceful degradation copy. — 163 Bump literals mindset by 20.