Harshul Jain of Audible and Parv Khatri of SAP introduced an admission control strategy for self-hosted language models. Their ingress layer inspects real-time hardware capacity to admit, delay, or reject requests before autonomous coding agents exhaust GPU memory.
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FireBrief