Suppose A and B are Hermitian, with spectral decompositions $A = \sum_i \lambda_i P_i$ and $B = \sum_j \mu_j Q_j$, where $\lambda_i$ ($\mu_j$) are the eigenvalues of $A$ ($B)$ and $P_i$ ($Q_j$) are the corresponding projectors. What's a simple proof that if $[A,B] = 0$, then $[P_i, Q_j] = 0$ for all $i,j$? (I saw this claim as a step in the proof that commuting Hermitian operators are simultaneously diagonalisable, so this latter result cannot be used in the proof).
Prove that if two Hermitian operators commute, then the eigenspace projectors in their spectral decompositions also mutually commute?
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This result holds in greater generality. Let $H$ be a Hilbert space and $A,B \in \mathbb{B}(H)$ normal operators with spectral decompositions $$A=\int_{\sigma(A)} \lambda \,dP(\lambda), \quad B=\int_{\sigma(B)} \mu \,dQ(\mu)$$
It is known that if $A,B$ commute, then $f(A)$ and $g(B)$ commute for all Borel functions $f$ and $g$ on spectra $\sigma(A)$ and $\sigma(B)$ respectively.
The eigenprojections $P(\lambda)$ and $Q(\mu)$ are precisely $\chi_{\{\lambda\}}(A)$ and $\chi_{\{\mu\}}(B)$ so they commute.
In the finite-dimensional case, the functions $\chi_{\{\lambda\}}$ and $\chi_{\{\mu\}}$ can even be written as polynomials, as @Paul suggests, namely $$\chi_{\{\lambda\}}(x) = \prod_{\lambda' \in \sigma(A), \lambda'\ne \lambda} \frac{x-\lambda'}{\lambda-\lambda'}, \quad \chi_{\{\mu\}}(x) = \prod_{\mu' \in \sigma(B), \mu'\ne \mu} \frac{x-\mu'}{\mu-\mu'}$$
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The operator $(\lambda I-A)^{-1}$ is defined for all $\lambda$ not in the set of eigenvalues of $A$. And, $$ P_k = \lim_{\lambda\rightarrow\lambda_k}(\lambda-\lambda_k)(\lambda I-A)^{-1} $$ Similarly, $$ Q_l = \lim_{\mu\rightarrow\mu_l}(\mu -\mu_l)(\mu I -B)^{-1} $$ Because $A$, $B$ commute, so do $(\lambda I-A)^{-1}$ and $(\mu I-B)^{-1}$. So it follows from the above that $$ P_k Q_l = Q_l P_k. $$
Prove that $P_i$ is a polynomial in $A$ and that $Q_j$ is a polynomial in $B$. Then you'll be able to get your result. To show that, use the product of the $X- \lambda _k$ for $k$ other than $i$.