
Procurement teams had stopped asking who owned the biggest model and started asking which model could hit latency budgets, run inside a 256K context, and still clear month-end cloud invoices without red lines. Tencent’s Hy3 preview entered exactly that conversation with an unusual stance for a flagship: 295 billion total parameters but only 21 billion activated at inference, a measured










