Lesson 111: Domain adaptation levers
Focus
Assume an auditor reruns everything you claim; narrate checkpoints aloud. Token Domain adaptation levers:111 keeps neighbouring lessons differentiable.
Key ideas
- Thread: Domain adaptation levers · drill v1 · spin
584829. - 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++339`
3. Detector gate `moderation-tier-3` + human pager `oncall-ai-1`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`
Practice
Practice Paste the worked-example template into a wiki stub and annotate owners. — 111 Bump literals mindset by 23.