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A design space spanning High-Bandwidth Flash and DRAM configurations, bandwidth exposure, and near-data compute is explored, finding that state bandwidth and HBF transport form two largely orthogonal knees and address two provisioning questions.
CAEE slashes inference latency in MoE models by intelligently pruning low-value experts, achieving efficiency gains without sacrificing accuracy.
Slash LLM multi-agent system latency by up to 50% without any training using a clever consensus- and confidence-driven ad hoc teaming strategy.
AI agents in medical research aren't ready for prime time: a new audit framework reveals that over half of evaluated skills fall below the "Limited Release" threshold, highlighting the need for domain-specific safeguards.