Why LLMs Haven't Closed the ROCm vs CUDA Software Gap

The argument: LLM coding assistance hasn't accelerated AMD ROCm or Intel's GPU software stacks enough to threaten CUDA's ecosystem dominance, because the bottleneck is integration complexity and hardware-specific tuning, not raw code generation. NVIDIA's moat remains the 'it just works' reliability across the full stack.