Emerging narrative
A three-front structural realignment is underway: (1) the coding agent market is fragmenting around distribution and protocol control rather than model quality, with Anthropic's campus pipeline as the key differentiator; (2) the AI inference market is bifurcating between cloud GPU (Nvidia's stronghold) and on-device NPU (where Intel and mobile chips compete), creating a strategic vulnerability for Nvidia; (3) the protocol layer (MCP) is showing reliability cracks that will force platformization — either Anthropic goes proprietary or a new standard emerges. The deepest insight is that these three fronts are connected: Claude Code's campus success drives protocol needs, which drives edge inference requirements, which threatens Nvidia's model.