{
  "id": 19507341,
  "title": "Waiting, Not Computing: The Real Reason Your CPU is Maxed Out",
  "url": "https://urgent.news/2026/11/11/waiting-not-computing-the-real-reason-your-cpu-is-maxed-out",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-11-11T14:09:49.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/video_compression_guru/waiting-not-computing-the-real-reason-your-cpu-is-maxed-out-4lo1"
  },
  "original_language": "en",
  "account": "In the realm of video analytics servers, a common issue arises where the CPU reaches maximum utilization despite having ample headroom. This occurs due to a hidden bottleneck related to memory bandwidth. Despite having a high-end multi-core CPU, servers often utilize only a single 64 GB RAM stick, which proves insufficient for resource-intensive decoding tasks. The problem lies in the processor's inability to efficiently fetch and process data from RAM, leading to prolonged idling cycles. To resolve this issue, increasing the memory to multiple channels (such as four 16 GB sticks) significantly improves performance by expanding the \"highway\" for data transfer and alleviating the memory bottleneck. This insight underscores the importance of aligning hardware architecture with specific workload requirements, particularly in video streaming and analytics, to ensure optimal server performance.",
  "summary": "Imagine this scenario: you're building a powerful video analytics server, installing a modern multi-core processor, and launching your monitoring or transcoding. The resource calculator tells you there is plenty of headroom, but in reality, the server is choking. CPU utilization hits 100%, the probe logs (like Elecard Boro) show massive packet loss, and the service becomes highly unstable. We…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}