Broadcom seeks $70 billion to $80 billion in debt to finance an AI chip deal. This massive capital injection targets hardware needs for companies like Anthropic. The move signals aggressive expansion in custom silicon. Practitioners should expect increased capacity and tighter integration for high-end AI accelerators as Broadcom scales its infrastructure footprint.