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ITIngero Teaminingero.hashnode.dev

What Happens When an AI Agent Gets Kernel-Level GPU Traces

Apr 16 · 8 min read · TL;DR A GPU trace of a PyTorch DataLoader bottleneck (114x slower than direct indexing) was loaded into an MCP server and handed to Claude for investigation. The AI identified the root cause in under

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ITIngero Teaminingero.hashnode.dev

MCP as Observability Interface: Connecting AI Agents to Kernel Tracepoints

Apr 16 · 5 min read · TL;DR MCP is becoming the interface between AI agents and infrastructure data. Datadog shipped an MCP Server connecting dashboards to AI agents. Qualys flagged MCP servers as the new shadow IT risk.

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