Lesson 103: Synthetic labeling ethics
Focus
Prefer explicit failure rehearsals over aspirational wording. Token Synthetic labeling ethics:103 keeps neighbouring lessons differentiable.
Key ideas
- Thread: Synthetic labeling ethics · drill v3 · spin
275302. - 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: 1853
- completion_budget_tokens: 590
- cache_signature: `cf91`
Hypothesis: halving completions moves P95 `7`%; record actuals.
Practice
Practice Paste the worked-example template into a wiki stub and annotate owners. — 103 Bump literals mindset by 23.