Thang Minh Tran

Guest author

Thang Minh Tran is a microprocessor architect and inventor of more than 180 patents in CPU and accelerator design. His work spans AMD, Texas Instruments, Freescale, Analog Devices, and RISC-V vector architectures now used in large-scale AI systems.

Deterministic execution

Moving past speculation: How deterministic CPUs deliver predictable AI performance

For more than three decades, modern CPUs have relied on speculative execution to keep pipelines full. When it emerged in the 1990s, speculation was hailed as a breakthrough — just as pipelining and superscalar execution had been in earlier decades. Each marked a generational leap in microarchitecture. By predicting the outcomes of branches and memory loads, processors could avoid stalls and keep execution units busy.

Thang Minh Tran