Depending on how well the exact algorithms, implementation details, and experimental design were documented, replication can easily take days, if not weeks. (Personally, I would start by filtering out papers that cannot be replicated by well-skilled researchers in a fixed amount of time and only give the replicatable ones to the agents.)