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Quanta GenAI Curriculum · Generative AI · Advanced

GenAI Advanced — 056: debate multimodal quotas on `Evaluation harness depth` — memo `328667 [56]`

Lesson 056: Evaluation harness depth

Focus

Treat placeholders as compulsory—swap nouns immediately after reading. Token Evaluation harness depth:56 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 21 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

Heuristic `pii-mask-v1` tags sensitive spans before persistence.

Practice

Practice Draft three eval assertions QA must greenlight before launch. — 56 Bump literals mindset by 35.