SpikingBrain treats 'spikes' as 1-bit quantization stickers. True neural-level sparsity should be input-dependent, time-resolved, and self-organized during learning. If a new circuit diagram cannot 'grow' with every forward pass, then don't blame everyone for treating it as Another Sparse Marketing - oh wait, Neuromorphic Marketing.