Summarizing familiar literature
AI can compress text but may invent citations or erase nuance.
Your response: Read primary sources and verify every citation.
Career-specific AI guide
AI & Systems, Algorithms & Research
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.
Prototype generation
AI accelerates code but experimental validity still needs design.
Your response: Pre-register expectations and test baselines independently.
Forming meaningful questions and defensible evidence
Novelty and scientific responsibility require informed judgment.
Your response: Learn methods, critique and transparent reporting.
Independent capability
What should you still be able to do?
- Discrete math and proofs
- Algorithms and data structures
- Computer systems
- Experimental method
- Reading and writing technical work
Verification drill
In an AI-generated solution, identify one bug, one unproven assumption, one missing edge case and one simpler alternative.
Next choices