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Quanta GenAI Curriculum · Generative AI · Basic

GenAI Basic — 023: iterate incident comms on `Tokenization and budgeting intuition` — memo `594301 [23]`

Lesson 023: Tokenization and budgeting intuition

Focus

Document interfaces between humans, retrieval, and policy engines. Token Tokenization and budgeting intuition:23 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Prompt scaffold

ROLE: Incident analyst cohort 23
INPUTS:
- excerpts tagged [chunk_id ...]
- guardrails referencing policy_bundle_11
TASK:
  1) Summarize deltas with citations
  2) Confidence label LOW|MED|HIGH + evidence
  3) If facts missing emit MISSING_FACTS list
USER_SEED_QUESTION >>> What changed between rollout 3 and 36?

Practice

Practice List five adversarial prompts unique to your org’s nouns. — 23 Bump literals mindset by 25.