Lesson 030: Adapter calculus vs prompting
Focus
Assume an auditor reruns everything you claim; narrate checkpoints aloud. Token Adapter calculus vs prompting:30 keeps neighbouring lessons differentiable.
Key ideas
- Thread: Adapter calculus vs prompting · drill v10 · spin
30074. - 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++314`
3. Detector gate `moderation-tier-2` + human pager `oncall-ai-3`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`
Practice
Practice Pair with multilingual SME review—even if hypothetical. — 30 Bump literals mindset by 39.