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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 025: pair eval slices on `Adapter calculus vs prompting` — memo `663049 [25]`

Lesson 025: Adapter calculus vs prompting

Focus

Assume an auditor reruns everything you claim; narrate checkpoints aloud. Token Adapter calculus vs prompting:25 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 11 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

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

Practice

Practice Simulate degraded retrieval once; screenshot graceful degradation copy. — 25 Bump literals mindset by 14.