A more technically correct way to express this feeling is:
"The computational power of the cores on the GPU was never the issue-- however the code that I wrote resulted in a memory bandwidth bottleneck that starved the GPU cores of data to work on, which is firmly within my responsibilities as a programmer -- to fully understand the bandwidth and latency characteristics of the device(s) i'm running on"
