← Curriculum track ← Learn hub
Quanta GenAI Curriculum · Generative AI · Advanced

GenAI Advanced — 061: compress prompt clutter on `Multimodal cost discipline` — memo `817325 [61]`

Lesson 061: Multimodal cost discipline

Focus

Anchor this page against one production workflow—even hypothetical. 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 List five adversarial prompts unique to your org’s nouns. — 61 Bump literals mindset by 8.