Lesson 108: Synthetic labeling ethics
Focus
Treat placeholders as compulsory—swap nouns immediately after reading. Token Synthetic labeling ethics:108 keeps neighbouring lessons differentiable.
Key ideas
- Thread: Synthetic labeling ethics · drill v8 · spin
665068. - 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
Token CFO scratchpad
- prompt_budget_tokens: 1278
- completion_budget_tokens: 815
- cache_signature: `d802`
Hypothesis: halving completions moves P95 `7`%; record actuals.
Practice
Practice Pair with multilingual SME review—even if hypothetical. — 108 Bump literals mindset by 27.