Let , , and be the count, claim-size and aggregate probability generating functions. Independence in the aggregate claims model gives
The Panjer claim-count class recurrence can be written . Multiply by and sum to obtain
Using the chain rule in then yields
The coefficient of on the left is , where the term is zero. On the right it is . Rearranging gives the Panjer recursion
The initial value is because all claim sizes are positive: zero total loss occurs exactly when . Only already computed aggregate probabilities occur on the right. The count normalization determines from as well: with and , we have and . The assumed valid count law makes this sum finite.
Finally must be positive. If it were zero, the recurrence would make every zero, contradicting normalization. At the recurrence therefore gives
This proves the sign constraint without assuming any particular count family. The three parts below also provide explicit initial probabilities for the aggregate recursion.

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