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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 061: pair eval slices on `Multimodal cost discipline` — memo `516210 [61]`

Lesson 061: Multimodal cost discipline

Focus

Document interfaces between humans, retrieval, and policy engines. Token Multimodal cost discipline:61 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 26 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

Heuristic `pii-mask-v0` tags sensitive spans before persistence.

Practice

Practice Pair with multilingual SME review—even if hypothetical. — 61 Bump literals mindset by 4.