
The long-standing dominance of general-purpose GPUs in powering artificial intelligence is facing a significant challenge from a new strategic alliance that pairs bespoke software with purpose-built hardware. The recent release of OpenAI’s GPT-5.3-Codex-Spark, running exclusively on Cerebras’s novel architecture, represents a pivotal moment in the evolution of AI and software development. This review explores the synergy behind this technology, its










