Summaries and routine documentation
AI can turn structured inputs into a fast draft.
Your response: Verify decisions, owners and omitted disagreement before sharing.
Career-specific AI guide
AI & Technical Product & Leadership
No replacement score. Separate the career’s tasks to see where to direct AI and where to preserve independent reasoning.
Task Automation Exposure
Task, explanation, student response
Lower never means permanently safe; higher never means the career is useless. Task mix and responsibility change.
Option and risk analysis
AI broadens options but may not know political, human or domain context.
Your response: Expose assumptions and seek evidence from the people affected.
Accountable leadership and trust
Teams need a responsible person who can listen, decide and own outcomes.
Your response: Build credibility through delivery, feedback and transparent decisions.
Independent capability
What should you still be able to do?
- Build real software first
- Clear writing and listening
- Basic product and business reasoning
- Problem framing
- Technical trade-offs
Verification drill
In an AI-generated solution, identify one bug, one unproven assumption, one missing edge case and one simpler alternative.
Next choices