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Naturally this kind of thing happens over tens or hundreds of thousands of years. So, even going back to BC times, we're still only a small fraction of how far we need to go back to find really major, long-term climatic shifts. These things are supposed to happen sloooowwwwllly, not really discernable as changing over the scale of a single human lifetime, which is just the blink of an eye in planetary time scales.
Can we though? Probably. We can certainly dam rivers and use irrigation to make the land more agriculturally productive. But we should have the technology currently to attempt more dramatic geoengineering projects if we wished.
The problem though, is unintended consequences, where you change one thing over here, and you didn't realize it was also controlling something else over there, and that thing changes too now, even though you didn't necessarily want it to.
Like, to make up a fictional example, say we engineered rainfall over the Sahara somehow. But we didn't know some of this moisture influences air currents, and now southern Europe and the Middle East are changing too somehow, by accident.
It's like when you're trying to untie a really tangled knot, and you pull on one part thinking its going to start undoing it, but it just tightens it somewhere else instead.