Accion Intelligence

Blog

Notes on making compute perform.

How we think about autonomous performance engineering, AI hardware, and the gap between raw compute and real-world throughput.

Jul 8, 2026

Your AI wrote a kernel that passes every test. It's still slop.

The silent failure mode nobody benchmarks — and why "correct" GPU code is quietly destroying 30% of the value of the hardware you paid for.