Atomics
2 articles on Atomics from Ayoob AI, the full code AI automation agency based in Newcastle upon Tyne.
WebGPU Atomic Contention: When to Stop Using the GPU
Sometimes the GPU is slower than the CPU. Knowing when is the real engineering, the decision logic behind our Newcastle AI builds.
16 min read·2026-04-11
Mitigating Atomic Contention in Parallel Browser Environments
When thousands of GPU threads compete for the same atomic memory address, throughput collapses non-linearly. Our engine profiles expected output density and assigns a categorical penalty of negative infinity when contention exceeds safe thresholds, routing to CPU before the GPU stalls.
13 min read·2026-04-08
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