But that means your different chips all have different sets of weights and are different generations.

If none of that is baked into the chip as now then all the chips are running the latest weights every time.

Even if you could ignore the stuff built into the chip when the time came, at that point you just wasted money on silicon that’s useless in 2-3 months.