The Monopolization of Innovation
The semiconductor industry exhibits extreme concentration across multiple dimensions
The Edge Computing Paradox
As AI workloads increasingly move to the edge, the mismatch between hardware requirements and available solutions becomes acute.
The Verification Bottleneck
Traditional chip design follows a waterfall model where verification consumes 60-70% of development time and resources.