Lesson 114: Domain adaptation levers
Focus
Bias toward observable metrics, not model marketing. Token Domain adaptation levers:114 keeps neighbouring lessons differentiable.
Key ideas
- Thread: Domain adaptation levers · drill v4 · spin
83545. - 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++460`
3. Detector gate `moderation-tier-3` + human pager `oncall-ai-2`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`
Practice
Practice Simulate degraded retrieval once; screenshot graceful degradation copy. — 114 Bump literals mindset by 5.