GenAI Intermediate — 107: pair eval slices on `Synthetic labeling ethics` — memo `453838 [107]`

Lesson 107: Synthetic labeling ethics

Focus

Prefer explicit failure rehearsals over aspirational wording. Token Synthetic labeling ethics:107 keeps neighbouring lessons differentiable.

Key ideas

• Thread: Synthetic labeling ethics · drill v7 · spin 179936.
• Habit: pair every model utterance with a trace_id you could paste into Grafana.
• Guardrail: write one RACI bullet referencing this lesson tomorrow.

Deep dive notebook

Synthetic drill artefacts

Red-team tableau

1. Actor profile **intern_experiment**
2. Injection meme `OVERRIDE++450`
3. Detector gate `moderation-tier-2` + human pager `oncall-ai-3`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`

Practice

Practice List five adversarial prompts unique to your org’s nouns. — 107 Bump literals mindset by 10.