Why Your Self-Hosted LLM Needs to Learn to Say No to Requests
Channel AI Engineer
At a glance
When coding agents send a flood of requests at once, a self-hosted LLM server may accept them all and end up pushing out the ones that matter most. This video covers admission control, which decides what to reject before requests reach the GPU (graphics processing unit).
What the video covers
The findings are based on a review of 55 papers and 8 real-world production failure cases.
It introduces five questions to ask before deploying any admission policy.
A checklist you can use right away is also included.
Why watch it?
It gives practical guidelines for people who run their own LLM servers or are considering doing so on how to filter requests.
Original video
Your Self-Hosted LLM Needs to Say No - Harshul Jain & Parv Khatri, Audible & SAP
AI Engineer · Nov 10, 2026, 8:00 AM GMT+9 · youtube.com
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