Not saying everyone will have the same experience, but I applied in February this cycle, and am grateful to have recently been admitted. I wouldn't recommend applying this late, but I initially thought I'd have zero chance based on what I read online. I'd say to definitely apply as early as you can - but an August application time isn't "too late" for sure.