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Module 6 Building Apps Step by Step Lesson 25 of 36 45 min In production

Verification and QA: How to Not Trust the Model

A model's 'done' is a claim, not evidence. Build the habit of checking artifacts yourself.

Learning objectives

  • Convert a build goal into independent acceptance checks
  • Verify DOM, geometry and data rather than screenshots
  • Write a QA note that would catch your own overconfidence

Session agenda — 45 minutes

  • 5 minFraming — why this exists and what you will be able to do
  • 10 minCore concept — the idea, explained from first principles
  • 15 minWorked walkthrough — watch it happen, with the real fields and output
  • 10 minHands-on exercise — you run it and measure the result
  • 5 minCheckpoint — recall questions and a note to your future self

Why this lesson exists

A model's 'done' is a claim, not evidence. Build the habit of checking artifacts yourself.

What this lesson covers

This lesson sits in Module 6 — Building Apps Step by Step. It is scoped to a single 45-minute session with a concrete outcome at the end rather than a survey of the topic.

Learning objectives

  • Convert a build goal into independent acceptance checks
  • Verify DOM, geometry and data rather than screenshots
  • Write a QA note that would catch your own overconfidence

Session agenda

  • 5 minFraming — why this exists and what you will be able to do
  • 10 minCore concept — the idea, explained from first principles
  • 15 minWorked walkthrough — watch it happen, with the real fields and output
  • 10 minHands-on exercise — you run it and measure the result
  • 5 minCheckpoint — recall questions and a note to your future self

Session outline

The full written lesson is in production. The session is built around the objectives above and follows the standard agenda: framing, the core concept explained from first principles, a worked walkthrough using the real API fields and outputs, a hands-on exercise you run yourself, and a recall checkpoint.

Every practical lesson in this course follows the same evidence rule — you run the thing and read the actual output rather than accepting a description of it. Where a lesson touches cost, you measure tokens and cache splits from the response. Where it touches code, you execute it. Where it touches design, you look at it at phone width.

Where it fits

PositionLesson
PreviousFront-End Quality: Design Rules That Survive
This lessonVerification and QA: How to Not Trust the Model
NextWhat Reasonix Is and Why Cache-First Matters

Checkpoint

At the end of this session you should be able to satisfy each of the learning objectives above without notes. If any one of them is still fuzzy, re-read that section before moving on — the next lesson assumes it.

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DeepSeek V4.1 Flash — The Practitioner Course Course syllabus · All courses