Career-specific AI guide
No replacement score. Separate the career’s tasks to see where to direct AI and where to preserve independent reasoning.
Task Automation Exposure
Lower never means permanently safe; higher never means the career is useless. Task mix and responsibility change.
AI can flag common patterns quickly, but it produces false positives and misses context-dependent authorization flaws.
Your response: Verify every claim in an authorized reproduction and trace it to a requirement or threat.
AI can broaden hypotheses, but it does not own the system context, exploitability or operational trade-off.
Your response: Map trust boundaries, validate assumptions with owners and test the chosen fix.
Disclosure, user harm, release timing and residual risk require accountable human decisions.
Your response: Practice evidence-based severity, respectful collaboration and explicit escalation paths.
Independent capability
Verification drill
In an AI-generated solution, identify one bug, one unproven assumption, one missing edge case and one simpler alternative.
Next choices