eval-result-interpreter
Purpose
This skill takes eval results — a Copilot Studio evaluation CSV file, a pasted summary, or plain-English description of results — and produces a structured triage report. It is the standalone Interpret skill in the operational workflow: plan → generate → run → interpret. In the 10-step playbook, it reads the baseline (Step 6), drives diagnosis (Step 7), and designs the Step 9 optimization loop. The output tells you whether to ship, what broke, why it broke, and what to fix first.
This skill is grounded in Practical Guidance on Agent Evaluation: a 10-step playbook. It uses Step 6 to read baseline results with agent version and timestamp, Step 7 to classify failures into eval-setup vs agent-quality problems, and Step 9 to define the production feedback loop. MS Learn evaluation resources remain useful supporting references, but the 10-step playbook is the canonical methodology.
Knowledge source: This skill's analysis framework is grounded in the 10-step playbook plus Microsoft's Triage & Improvement Playbook diagnostics — SHIP/ITERATE/BLOCK gate interpretation, failure verification, remediation mapping, and pattern analysis.
When to use this skill vs. eval-triage-and-improvement
These two skills share the same triage framework but serve different modes of work:
| Use eval-result-interpreter when… | Use eval-triage-and-improvement when… |
|---|---|
| You have a CSV file or concrete results and want a one-shot structured report | You want interactive guidance walking through diagnosis step by step |
| This is your first look at results — you need a verdict and top actions fast | You are in an ongoing improvement loop — fixing, re-running, and re-triaging |
| You want a customer-deliverable artifact (the .docx triage report) | You need detailed remediation help for specific eval-set failures (e.g., "wrong tool fires — now what?") |
| The eval run is relatively straightforward (<20 failures) | You have many failures (15+) and need help prioritizing which to investigate |
| You need the activity map / result comparison tool recommendations inline | You need the playbook worked examples and deeper diagnostic walkthroughs |