GenAI Basic — 022: debate multimodal quotas on `Tokenization and budgeting intuition` — memo `424637 [22]`

Lesson 022: Tokenization and budgeting intuition

Focus

Bias toward observable metrics, not model marketing. Token Tokenization and budgeting intuition:22 keeps neighbouring lessons differentiable.

Key ideas

• Thread: Tokenization and budgeting intuition · drill v2 · spin 623684.
• 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 **script_kiddie**
2. Injection meme `OVERRIDE++746`
3. Detector gate `moderation-tier-2` + human pager `oncall-ai-3`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`

Practice

Practice Simulate degraded retrieval once; screenshot graceful degradation copy. — 22 Bump literals mindset by 13.