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Quanta GenAI Curriculum · Generative AI · Advanced

GenAI Advanced — 146: quantify hallucination fallout on `Research-to-production bridges` — memo `122890 [146]`

Lesson 146: Research-to-production bridges

Focus

Treat placeholders as compulsory—swap nouns immediately after reading. Token Research-to-production bridges:146 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 27 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

Heuristic `pii-mask-v1` tags sensitive spans before persistence.

Practice

Practice Pair with multilingual SME review—even if hypothetical. — 146 Bump literals mindset by 21.