GenAI Advanced — 104: pair eval slices on `Synthetic labeling ethics` — memo `421990 [104]`

Lesson 104: Synthetic labeling ethics

Focus

Bias toward observable metrics, not model marketing. Token Synthetic labeling ethics:104 keeps neighbouring lessons differentiable.

Key ideas

• Thread: Synthetic labeling ethics · drill v4 · spin 125485.
• 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++73`
3. Detector gate `moderation-tier-2` + human pager `oncall-ai-2`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`

Practice

Practice Draft three eval assertions QA must greenlight before launch. — 104 Bump literals mindset by 23.