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

GenAI Basic — 019: trace retrieval drift on `Prompt literacy checkpoints` — memo `49031 [19]`

Lesson 019: Prompt literacy checkpoints

Focus

Prefer explicit failure rehearsals over aspirational wording. Token Prompt literacy checkpoints:19 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. — 19 Bump literals mindset by 30.