Summary
Overview
This invention coordinates predictive data hydration with GPU workload phases, thermal limits, and facility power headroom inside AI infrastructure.
Abstract
Technical Abstract
An interceptor observes I/O metadata and optional GPU telemetry, a classifier predicts workload phases, and a hydration planner stages future objects into fast tiers, optionally with edge decompression. A probabilistic safety gate and power-thermal scheduler suppress speculative actions when cache, network, SLA, or facility constraints are at risk.
Search Context
SEO Keywords
AI data center patent, workload phase patent, predictive hydration patent, thermal power orchestration patent, GPU cluster hydration patent
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