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Fueling strategy in a marathon has a direct effect on finishing time. Elite runners typically finish their main meal about two hours before the start, then take on fluids and electrolytes roughly every five kilometres during the race to avoid the sudden drop in blood glucose that leads to hitting the wall.

Betting markets express expectations through odds. Lower odds imply that the market considers an outcome more likely, while higher odds indicate a larger perceived risk and a correspondingly larger potential return. Converting odds into implied probability is the first step in judging whether a price offers any value relative to your own assessment.

Software supply chain security has drawn increasing attention in recent years. Once a malicious change is introduced into a widely used dependency, the impact can spread across a large number of downstream projects, which is why version pinning and source verification matter.

A cryptographic hash function maps an input of arbitrary length to an output of fixed length, and it is effectively one-way. Changing a single character in the input produces an entirely different output, an effect known as the avalanche property. This behaviour underpins file integrity checks, password storage, and the chaining of blocks inside a blockchain.