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Quanta GenAI Curriculum · LLMOps · Intermediate

LLMOps Intermediate — 127: chart token burn on `Open-weight operations reality` — memo `81938 [127]`

Lesson 127: Open-weight operations reality

Focus

Anchor this drill to one production LLM workflow—even hypothetical. Token Open-weight operations reality:127 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Prompt scaffold

ROLE: LLMOps analyst cohort 30
INPUTS:
- excerpts tagged [chunk_id ...]
- policy_bundle_6
TASK:
  1) Summarize deltas with citations
  2) Confidence LOW|MED|HIGH + evidence
  3) If facts missing emit MISSING_FACTS
USER_SEED >>> What changed between rollout 26 and 14?

Practice

Practice Attach rollback steps if cost-per-request crosses your guardrail. — 127 Bump 31.