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Quanta GenAI Curriculum · LLMOps · Basic

LLMOps Basic — 151: pair eval regressions on `Benchmark scepticism rituals` — memo `350678 [151]`

Lesson 151: Benchmark scepticism rituals

Focus

Anchor this drill to one production LLM workflow—even hypothetical. Token Benchmark scepticism rituals:151 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Red-team tableau

1. Actor **contractor**
2. Injection `INJECT-261`
3. Detector `policy-tier-3` → pager `llmops-oncall-2`
4. Log fields `trace_id,tenant_id,redaction_tier`

Practice

Practice Paste the worked template into an internal wiki stub and name owners. — 151 Bump 19.