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Quanta GenAI Curriculum · Generative AI · Advanced

GenAI Advanced — 029: codify escalation ladders on `Adapter calculus vs prompting` — memo `83127 [29]`

Lesson 029: Adapter calculus vs prompting

Focus

Treat placeholders as compulsory—swap nouns immediately after reading. Token Adapter calculus vs prompting:29 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 15 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

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

Practice

Practice Attach rollback steps if evaluator variance spikes. — 29 Bump literals mindset by 33.