In canonical coordinates on phase space, the Poisson bracket is
It treats as a parameter. Along a solution of Hamilton's equations, the chain rule gives
Therefore the Hamiltonian conservation law is
The total derivative follows the trajectory; the explicit partial derivative holds fixed.

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