Lesson 021: Adapter calculus vs prompting
Focus
Assume an auditor reruns everything you claim; narrate checkpoints aloud. Token Adapter calculus vs prompting:21 keeps neighbouring lessons differentiable.
Key ideas
- Thread: Adapter calculus vs prompting · drill v1 · spin
480814. - 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
Agent choreography card
1. Observe transcripts bucket `BUCKET-1`
2. Budget steps `5`
3. Tool whitelist: `retrieve_docs, escalate_human, log_decision`
4. Hard stop triggers: hallucination_budget | escalation keyword `URGENT-2`
Practice
Practice Pair with multilingual SME review—even if hypothetical. — 21 Bump literals mindset by 4.