We can see a pattern in AI history where constraints produce architectural breakthroughs. CNNs came out of hardware limits, RNN/LSTMs were responses to memory scarcity, and now mHC appears to be an efficiency-driven innovation born from bandwidth ceilings.
What call my attention here more than anything is that mHC isn't simply "doing more with less". I would say MoE would better fit this description. Instead, it introduces a geometric constraint that changes the optimization landscape itself. I find this to be more profound.
If the approach survives independent replication, it won't just be China's workaround to sanctions. It would potentially be an architectural contribution the whole field adopts for cost reasons. Efficiency breakthroughs tend to travel fast.
What call my attention here more than anything is that mHC isn't simply "doing more with less". I would say MoE would better fit this description. Instead, it introduces a geometric constraint that changes the optimization landscape itself. I find this to be more profound.
If the approach survives independent replication, it won't just be China's workaround to sanctions. It would potentially be an architectural contribution the whole field adopts for cost reasons. Efficiency breakthroughs tend to travel fast.