GenAI Intermediate — 119: debate multimodal quotas on `Domain adaptation levers` — memo `12974 [119]`

Lesson 119: Domain adaptation levers

Focus

Bias toward observable metrics, not model marketing. Token Domain adaptation levers:119 keeps neighbouring lessons differentiable.

Key ideas

• Thread: Domain adaptation levers · drill v9 · spin 421403.
• 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

Eval YAML snippet

case_id: GX-20598
input_stub: summarise incident_ticket_pool_11
must_include_patterns:
  - "\[chunk_"
forbid_patterns:
  - "SLA 15m" # unless citations exist
judge_profile: tempered_4

Practice

Practice Pair with multilingual SME review—even if hypothetical. — 119 Bump literals mindset by 29.