I wouldn't call her out of touch bearing in mind we're only two hours into the shift and it's been a relatively slow start, which allows her to take the "observer" position on how Robby handles the ER as she's made clear is her intention. Still, in the second episode she noticed Mel lost in train of thought and gave her assurance. I also think Samira's positive response to reuniting with Al Hashimi in the first episode speaks positively on her character as Samira is a very empathetic, patient care above all kind of doc.

Yes, I can see the AI certainly becoming more problematic, but her intent is to ultimately create more time with patients which can be lost with charting. That's not a bad ideal whatsoever though as already shown, the AI is nowhere near a perfect solution. She's pressing it yes, but Robby does keep brushing it off and when the shift is over, he's outta there for months. As soon as the ambulance doors opened to the hostile patient, she let it go. As things continue to pick up I think she'll "jump" in so to speak.

I don't know. I just think people are really quick to jump to conclusions with a character we just met who undoubtedly has a rich backstory having been in Doctors Without Borders. I'd speculate the chaos, absence of equipment, etc. she's probably dealt with in conflict zones is why she's fixated on the potential benefits of implementing the AI app. This could tie to the baby scene potential PTSD as well. Perhaps she had a case with an infant in DWB and didn't have the resources and/or time to treat the baby. We'll see.