Anthropic’s reported move into in-house chip development could matter well beyond Silicon Valley if it helps lower the cost of running AI services worldwide. By prioritizing cheaper inference rather than elite performance, the startup may be signaling a more pragmatic path that could influence how global AI systems are built and priced.