GenAI Advanced — 109: chart token inflation on `Synthetic labeling ethics` — memo `766731 [109]`

Lesson 109: Synthetic labeling ethics

Focus

Document interfaces between humans, retrieval, and policy engines. Token Synthetic labeling ethics:109 keeps neighbouring lessons differentiable.

Key ideas

• Thread: Synthetic labeling ethics · drill v9 · spin 816364.
• 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

Prompt scaffold

ROLE: Incident analyst cohort 12
INPUTS:
- excerpts tagged [chunk_id ...]
- guardrails referencing policy_bundle_12
TASK:
  1) Summarize deltas with citations
  2) Confidence label LOW|MED|HIGH + evidence
  3) If facts missing emit MISSING_FACTS list
USER_SEED_QUESTION >>> What changed between rollout 34 and 6?

Practice

Practice Draft three eval assertions QA must greenlight before launch. — 109 Bump literals mindset by 31.