Cerebras and Gimlet Labs outlined how the artificial intelligence industry is overcoming memory bottlenecks. Providers are splitting workloads across specialized hardware, using techniques like prefill-decode disaggregation and autonomous agent-generated kernels to deliver faster, cheaper tokens.