debrief-an-interview-loop

Synthesize multi-interviewer feedback into themes, rubric scores, and a recommendation memo.

2|Updated May 8, 2026
One-click install
npx skills add https://github.com/akiotanaka847/qaio-desktop --skill debrief-an-interview-loop
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: debrief-an-interview-loop
Source: https://github.com/akiotanaka847/qaio-desktop/tree/main/store/agents/people/.agents/skills/debrief-an-interview-loop
Command: npx skills add https://github.com/akiotanaka847/qaio-desktop --skill debrief-an-interview-loop

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It synthesizes multiple interviewer feedback blocks from an interview loop into themes, contradictions, rubric scores, and an actionable recommendation memo—without faking evidence or collapsing disagreements.

Core Features & Use Cases

  • Panel feedback synthesis into themes: produces strengths, concerns, contradictions, and UNKNOWNs when criteria were not covered.
  • Rubric scoring and hire-band recommendation: aggregates rubric criteria and determines hire / borderline / no-hire based on what was actually assessed.
  • Decision memo written back to the loop: appends a dated debrief section and records the debrief in outputs.json as a draft.
  • Safety/guardrails for sensitive topics: stops before making recommendations if protected-class, anti-discrimination, or legal-sensitive issues arise.

Quick Start

Use debrief-an-interview-loop to generate a dated decision memo for the candidate in interview-loops/{candidate-slug}.md using the panel feedback available for that loop.

Frequently Asked Questions about debrief-an-interview-loop

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I synthesize interview feedback from multiple interviewers into a hiring recommendation?

Panel feedback synthesis combines multiple interviewer feedback blocks into shared themes, contradictions, and rubric scores, then generates a dated decision memo with a hire, borderline, or no-hire recommendation written back to the candidate loop file.

What is a decision memo for an interview loop and when do I need one?

A decision memo is a dated document appended to a candidate interview loop file that consolidates panel feedback, rubric scores, and a final hiring recommendation. It is needed when you have two or more interviewer feedback blocks for the same candidate requiring structured synthesis.

How do I score interview feedback against a role rubric while handling missing criteria?

Rubric scoring aggregates interviewer feedback against role criteria loaded from local paths, enforcing UNKNOWN handling for uncovered criteria, ensuring the hire-band recommendation reflects only what was actually assessed during the interview loop.

Can I gather interview panel feedback from Slack, Notion, and Linear for debrief synthesis?

Yes, when feedback is not directly pasted, the synthesis process gathers panel inputs from Slack, Notion, and Linear to consolidate multi-interviewer feedback into a single decision memo and rubric-aligned recommendation.

What happens if interview feedback contains protected-class or legally sensitive comments?

Safety guardrails halt the interview debrief process before generating any hiring recommendation if protected-class, anti-discrimination, or legal-sensitive issues arise in the panel feedback, preventing biased or non-compliant decision memos.

What are the limitations of automated interview debrief synthesis?

Automated interview debrief synthesis requires at least two interviewer feedback blocks and depends on loading people context and role criteria from local paths, explicitly surfacing UNKNOWNs for uncovered rubric criteria rather than fabricating missing evidence.