Indie researcher publishes SGTE, a from-scratch alternative inference architecture to beat the scaling wall
ReportProfessional57 · reddit · 2026-10-29
After a year of quiet work, a Redditor published an open-access paper (DOI: 10.5281/zenodo.23657122) on the Spectral Gauge Trajectory Engine (SGTE) — a dynamical architecture designed from scratch rather than patching transformer boilerplate, aiming at local-inference bottlenecks like punishing VRAM requirements and quadratic KV caches. Motivated by data sovereignty, the author invites honest technical peer review; claims are unvalidated.
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