5 Common Ending
All three proofs converge to the same final step: extending from indicators to general sets via a monotone class argument.
Measures on product spaces are determined by their finite-dimensional marginals.
The monotone class theorem allows extending from indicators to measurable functions.
Conditional independence on indicators extends to the full product \(\sigma \)-algebra.