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Structurally embedded quality assurance: publication gated behind completed test-correct-verify cycles

Design · All designs
Evidence · 1 claim (1 for) · 1 study (1 associational), q2 · 0 of 1 report an effect size · 1 claim rests on one study

Description

This pattern embeds quality assurance structurally in the authoring workflow rather than relying on voluntary compliance. Publication is blocked until all test cases are marked as passed, and "publication is gated behind at least one completed cycle" of testing, correcting, and verification. The article states this "enforces QA as a first-class activity and scaffolds teachers in roles they would otherwise skip," addressing the finding that teachers rarely test bots before deployment.

Design Implications

Context

Requirements

  • A suite of pre-defined test scenarios with simulated student profiles, and a mechanism that blocks publication until test cases pass

Constraints

  • The article reports the pattern as designed and demonstrated; whether it increases testing rates at scale is a planned future analysis

Target Learners

  • teachers and higher-education instructors authoring AI tutors

Learning Goals

  • systematic pre-deployment testing of AI tutoring chatbots

Claims

  • Promptdecipher Authoring System

Examples

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Key Sources

  • Miina Koyama, Ruiwei Xiao, and John Stamper. (2026). PromptDecipher: Supporting AI Tutor Authoring Through Editable Simulated Interactions. https://arxiv.org/abs/2605.16605
Page metadata
Field Value
type design
id publication-gated-qa-workflow
title Structurally embedded quality assurance: publication gated behind completed test-correct-verify cycles
description This pattern embeds quality assurance structurally in the authoring workflow rather than relying on voluntary compliance.
status review
generated by process:settle-candidates on 2026-10-10
trust unverified — no one has confirmed this page's content
sources 1 — miina-koyama-2026

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