LLMOps Basic — 136: chart token burn on `Human-in-the-loop handoffs` — memo `268109 [136]`

Lesson 136: Human-in-the-loop handoffs

Focus

Bias toward observable metrics: latency, cost, escalation rate. Token Human-in-the-loop handoffs:136 keeps neighbouring lessons differentiable.

Key ideas

• Thread: Human-in-the-loop handoffs · drill v6 · spin 514675.
• Habit: attach a trace_id to every completion you would paste into an ops dashboard.
• Guardrail: add one RACI bullet for prompt or index changes before tomorrow's standup.

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget: 1683
- completion_budget: 725
- cache_key: `1121c`

Hypothesis: halving completions moves P95 ~4% — record actuals.

Practice

Practice Draft three eval assertions QA must pass before prompt promotion. — 136 Bump 20.