Nosana and Decentralized Compute: Auditing My AI Security Platform and Planning the GPU Experiment
A round two engineering report on brute force detection, a deployment that works, a GPU module that does not yet exist, and the experiment that would settle whether decentralized compute earns a place in this pipeline.
The problem is context, not collection
Most security teams do not lack events. They lack the story that connects them. A failed login at 02:14, a success at 02:19 from the same address, and a read of a sensitive resource at 02:21 are three log lines in three systems. Together they may be one account takeover. Apart, each looks like noise.
That is the problem SentinelIQ targets, and it is still a live one. Verizon's 2026 Data Breach Investigations Report, drawing on more than 22,000 confirmed breaches, found vulnerability exploitation overtaking credential abuse as the top initial access vector, at 31 percent. The headline is real, but Push Security points out that the report's...
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