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GatedDeltaNet SRM v3 OMEGA

A single-file production implementation of the Gated Delta Rule with novel contributions:

  • Infinite lossless context: bit-exact streaming equivalence to batch processing, verified with torch.equal
  • O(1) VRAM: activation memory fixed regardless of sequence length via Symplectic Reversible Recurrence (SRR)
  • No approximations: Magnus-2 exact flow, not first-order Euler
  • Fused Triton kernels: forward + reverse-recurrence backward with zero stored tape
  • Unified Pageable Memory Manager: transparent state migration across VRAM/RAM/NVMe
  • Holographic State Compression: lossless tensor-product decomposition of recurrent state
  • Topological Geodesic Scan: exact O(log T) parallel scan with no rank truncation
  • Geodesic Reversible Block: fully invertible residual wrapper for O(1) layer activation memory

Self-test suite validates all five axiomatic invariants (A1-A5) and all ten novel contributions (N1-N10).

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