You're just describing panpsychism, which itself is the subject of much critique due to its nonfalsifiability and lack of predictive power. Not to mention it ignores every lesson we've learned in cognition thus far.

A thermometer encoding "memory" of a temperature is completely different than a thermometer on a digital circuit, or a thermometer attached to a fully-developed mammalian brain. Only the latter of this set for sure has the required circuitry to produce qualia, at least as far as I can personally measure without invoking solipsism.

It's also very silly to proclaim that philosophy of mind is not applicable to increasingly complex thinking machines. That sounds like a failure to consider the bodies of work behind both philosophy of mind and machine cognition. Again, "AI" is ill-defined and your consistent usage of that phrase instead of something more precises suggests you still have a long journey ahead of you for "understanding AI".