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Quanta GenAI Curriculum · Generative AI · Basic

GenAI Basic — 049: pair eval slices on `Evaluation habits that compound` — memo `649832 [49]`

Lesson 049: Evaluation habits that compound

Focus

Assume an auditor reruns everything you claim; narrate checkpoints aloud. Token Evaluation habits that compound:49 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 14 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

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

Practice

Practice Draft three eval assertions QA must greenlight before launch. — 49 Bump literals mindset by 29.