We classify the rational Yangian invariants of the $m=2$ toy model of $mathcal{N}=4$ Yang-Mills theory in terms of generalised triangles inside the amplituhedron $mathcal{A}_{n,k}^{(2)}$. We enumerate and provide an explicit formula for all invariants for any number of particles $n$ and any helicity degree $k$. Each invariant manifestly satisfies cluster adjacency with respect to the $Gr(2,n)$ cluster algebra.
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