The hypothetical fibre over an infinite prime in $\mathbb{A}^1_{\mathbb{Z}}$

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This is just a speculative question I've been wondering about; I hope that others may find it interesting too, but if it's too vague please let me know!

We can picture $\mathbb{A}^1_{\mathbb{Z}} = \text{Spec}\mathbb{Z}[x]$ as a funny surface like the one below taken from Mumford's Red Book

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with "vertical" lines corresponding to all the primes, and various horizontal lines, curves etc intersecting these corresponding to different algebraic numbers, or equivalently different nonmaximal prime ideals of $\mathbb{Z}[x]$.

We can also construct $\mathbb{P}^1_{\mathbb{Z}} = \text{Proj}\mathbb{Z}[x]$ which splits up as a disjoint union $\mathbb{P}^1_\mathbb{Z} \cong \mathbb{A}^1_{\mathbb{Z}} \sqcup \text{Spec}\mathbb{Z}$ consisting of the open subset isomorphic to the affine space $\mathbb{A}^1_\mathbb{Z}$ plus a closed "line at infinity" isomorphic to $\text{Spec}\mathbb{Z}$. The natural place for one to place this line at infinity in the picture above (as it is done in Eisenbud and Harris' The Geometry of Schemes) is as a horizontal line right at the top of the picture "above" all the other horizontal lines. It's a vague picture like many others associated to schemes over $\mathbb{Z}$, but it makes some degree of sense.

Granted this, we managed to "compactify" the vertical axis of $\mathbb{A}^1_\mathbb{Z}$ by adding the horizontal line at infinity isomorphic to $\text{Spec}\mathbb{Z}$. Is there a similar thing we can do for the horizontal axis? Given the infinitude of the primes, we'd need to have something like a fibre over an "infinite prime", possibly made rigorous using valuation theory. (From a geometrical viewpoint I wouldn't say the generic fibre of the morphism $\mathbb{A}^1_{\mathbb{Z}}\to\text{Spec}\mathbb{Z}$ was this new vertical line because I consider this fibre to be "spread out" over the whole of $\mathbb{A}^1_{\mathbb{Z}}$, but again this is just because of how I think about generic points - perhaps somebody can correct me on this.)

I don't think this new $\mathbb{A}^1_{\mathbb{Z}}$ with a "compactified arithmetic axis" would be a scheme, but is there a way we can enlarge the category of schemes to formalise this compactification for "infinite primes", e.g. in the sense of valuations?