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Does the equation $ax + by = \gcd(a, b) = \gcd(ax+by,b) = \gcd(a,ax+by)$ hold for $a, b, x, y \in \mathbb{Z}$? (Note that $x$ and $y$ are not uniquely determined by the equation $\gcd(a,b)=ax+by$.)

From this MSE question, I have the result $\gcd(a,b)=ax'+by'=c$. So I guess my main inquiry would then be: Can I push this finding further into $$\gcd(a,c)=\gcd(b,c) = \gcd(a,b) = c?$$

If not, under what conditions will such a system of equations hold?

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As hinted by Bill Dubuque in the comments, the equation $$\gcd(a,b)=\gcd(a,\gcd(a,b))=\gcd(b,\gcd(a,b))$$ can be proved using the GCD Distributive Law.