OpenAI has internally deployed its self-developed Jalapeño ASIC chips, paired with AMD EPYC Turin hosts featuring 1.5TB of memory. Richard Ho cited 'pragmatic' reasons for choosing Turin over Nvidia's Vera CPU, which he said lags in maturity. The chip design follows de-risking and rapid-deployment principles; it is currently for internal use only, with potential broader adoption if resources allow.