Observability
2 articles on Observability from Ayoob AI, the full code AI automation agency based in Newcastle upon Tyne.
Real-Time Threat Detection with GPU-Accelerated Streaming Corpora
Live log streams grow continuously. Our searched-frontier tracking mechanism extends the corpus buffer without re-encoding existing documents and dispatches the GPU only against unsearched data beyond the frontier offset. Atomic contention detection prevents non-linear slowdowns when match density spikes.
14 min read·2026-04-10
The Two-Phase GPU Text Search Algorithm for Massive Log Files
Brute-force pattern matching on 1 million log entries takes 800 ms on CPU. Our two-phase GPU algorithm uses a character frequency histogram pre-filter in 16 KB shared memory to eliminate up to 97% of candidates before byte-level matching begins.
13 min read·2026-04-06
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