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They had no tank so I didnt pick Liandry's Torment, I prefered Rabadon's Deathcap for more burst. I also sold Skirmisher's Sabre - Runic Echoes for Luden's Tempest when I was full build. Hextech Gunblade is my personal preference, but Zhonya's Hourglass active may worth the lack of lifesteal and spellvamp.

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Bronze I player's build, with a 54% win rate with Eve :s The build looks bad but the many views and positive comments made me test it. But it is not strong enough for gold imo.
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Moon Guy - Challenger - Link to his Twitch

VendarionX - Diamond V -
recent history 80% win rate

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this one was a win early/mid, but fall late game coz against lux + vayne

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"I'll expand on one thing not covered here that OP mentioned. Early game damage and ganks. Eve is not your typical early game jungler. A lot of those are based around high early damage, or more often, early CC. Eve lacks both of these, she doesn't even have a slow till 6.

Eve's whole early game is how you use your invis. Normally, an enemy will ward up, and be more agressive when the ward is up, and be safer when the wards are down and they don't have vision of you. Eve's job is to change how this works, if they ward and go agressive, who cares, unless it's a pink, you're not being seen.

This brings us to step 2, positioning. When a normal jungler goes for a gank, the moment they step into lane they have to comit, or the enemy is gone. Eve is different, she steps into lane... and is still not seen. She can go in, and get into the best position to attack, or wait for your laner to go in and instantly be there for follow up, instead of having to make your way there. The other part of this is baiting. Whether it be the enemy laner, or the enemy jungler, you make them think it's a 2v1, or a 1v1 chance at a kill, and then bam, you're right there to turn it around.

Eve functions very different from a normal early game jungler, you really have to make sure you abuse your passive."

Link here