Each hero below has its own review box again. Use the loss patterns as replay topics first, then compare against the stronger pattern before changing the build.
No clear item-timing paths stood out yet.
Every modeled hero has a usable item-timing path.
Use these hero boxes as replay checklists. The patterns are signals, not proof: compare the losing pattern games against the stronger pattern games before changing the whole build. Treat items listed under watch carefully as possible already-hard-game buys before treating them as the cause.