Research artifact. Undertrained. Not a usable language model. Hard-LIF language SNN from scratch. Recurrent matrix is the Janelia / Google MaleCNS v1.0 fruit-fly CNS, not a dense 4x1488 SpikeWhale stack. LIF cell is the SpikeWhale primitive (lif.py: hard spikes, fast-sigmoid slope 20, soft reset, DERF clamp 30). Synapse values train with nnz-only autograd through the sparse CSR. Latest language checkpoint: realseq2048b4 step 2855 (checkpoints/realseq2048b4step2855.pt). Seq-2048 / batch-4 continuation of step 2500. This leg: 350 steps x 8192 tokens/step ~ 2.87M tokens. Total ~5.4M. Greedy still latches. The the the the stutter at 2500 became a longer repeated clause ("It is after the...).…