Red flags for me:
* Talks a big talk on AI but it’s inscrutable if any of it goes beyond “I installed PyTorch and ran example code/prompted an API”
* Multiple projects but from demos it’s very unclear what they actually did. (Not “very legible technical work”)
* No GitHub on résumé despite claiming it on “skills”
I can get a good engineer onboarded to AI tooling quickly (heck, some of the referenced techniques have existed for only months), but I can’t reliably take someone from AI consumer to engineer.
These issues are very widespread. I’d say under 10% of junior résumés I look at give me confidence that they’d show up and know how to write real systems instead of just gluing things together.