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AI Infra Queue

  • Token-Aware Buffering: Intercepts traffic at Layer 7 to queue heavy prompts before they reach the inference engines, preventing GPU memory starvation and OOM crashes.
  • Session Priority Queuing: Prioritizes requests based on Session IDs or task urgency, keeping active agent reasoning loops moving ahead of non-critical background jobs.
  • Concurrence Control: Manages request queue depth by matching incoming traffic to available GPU slots, dynamically slowing down new connections instead of dropping them.
  • MCP Route Shielding: Holds up or queues downstream tool requests if an MCP server is lagging, preventing the calling LLM from entering a timeout or hallucination loop.

Get the GPU queue-sizing worksheet