Current pathHuman + AI Workflow Design
Step 2 / 6PracticeLab15 min 50 🪙
Workflow Opportunity Diagnosis
Diagnose the outcome and system friction worth redesigning instead of merely adding AI.
Scenario
Foundation caseYour strongest developer is 40% more productive with Copilot and AI tools. Meanwhile, code-review defect escape rose from 3% to 8%, and juniors reporting that they learn from this person's pull requests fell from 61% to 27%. The CTO likes the throughput gain and does not want intervention. Product wants to keep delivery speed; engineering management wants quality and learning back.
Your role
You are the engineering manager.
Your task
Diagnose the outcome and first redesign hypothesis without simply banning a tool.
Performance and balancing signals
- Individual productivity increased 40%.
- Defect escape rose from 3% to 8%.
- Junior learning fell from 61% to 27%.
- The CTO wants to protect throughput.
Your response
There is no single correct answer; we will evaluate the reasoning chain you build.
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