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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 057: pair eval slices on `Evaluation harness depth` — memo `61765 [57]`

Lesson 057: Evaluation harness depth

Focus

Anchor this page against one production workflow—even hypothetical. Token Evaluation harness depth:57 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Red-team tableau

1. Actor profile **intern_experiment**
2. Injection meme `OVERRIDE++537`
3. Detector gate `moderation-tier-1` + human pager `oncall-ai-2`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`

Practice

Practice Attach rollback steps if evaluator variance spikes. — 57 Bump literals mindset by 28.