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PhyAI achieves up to 4.65x speedup in Physical AI tasks by unifying disparate inference processes into a single, efficient runtime.
EcoFrame achieves a remarkable 13.5x inference speedup while maintaining accuracy, revolutionizing how we approach long-video understanding in VLMs.
EcoVideo achieves up to 2.9x faster video generation in resource-constrained environments by intelligently orchestrating cloud-edge dynamics.
Multi-agent LLM systems are leaving performance on the table by treating structured agent interactions as generic traffic; Pythia shows how to unlock substantial gains by exploiting workflow semantics at the serving layer.
LLMs underperform traditional ML methods in software fairness tasks, challenging the assumption that they offer a silver bullet solution for bias mitigation.
Robots can think (and act) twice as fast: HeiSD's hybrid speculative decoding turbocharges embodied agents by intelligently switching between draft and retrieval strategies.
