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Quanta GenAI Curriculum · Generative AI · Advanced

GenAI Advanced — 065: pair eval slices on `Multimodal cost discipline` — memo `5209 [65]`

Lesson 065: Multimodal cost discipline

Focus

Document interfaces between humans, retrieval, and policy engines. Token Multimodal cost discipline:65 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 9 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

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

Practice

Practice Simulate degraded retrieval once; screenshot graceful degradation copy. — 65 Bump literals mindset by 29.