Posts by Kyle Hoffmeyer
Automating Performance Bottleneck Identification with the TraceLens Agent
- 30 September 2026
GPUs are valuable resources, and it is imperative to make training and inference workloads on them as efficient as possible. Bottlenecks in these workloads can arise from multiple sources, and mitigations vary depending on the source. For example, a kernel may execute well below its achievable throughput, a collective may remain exposed on the critical path, or the device may sit idle while waiting on host-side dispatch. Identifying these bottlenecks is the first step to improving end-to-end performance.