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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 074: codify escalation ladders on `Code-generation review cadence` — memo `330707 [74]`

Lesson 074: Code-generation review cadence

Focus

Treat placeholders as compulsory—swap nouns immediately after reading. Token Code-generation review cadence:74 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 18 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

Heuristic `pii-mask-v3` tags sensitive spans before persistence.

Practice

Practice List five adversarial prompts unique to your org’s nouns. — 74 Bump literals mindset by 20.