We write up our research the same way we publish it: with the evidence attached, including the parts that didn't work the first time.
Why standard BPE tokenizers penalize Hindi, Tamil, and Bengali text — and how PU-Tok's Indic Priority Fraction and Rust acceleration layer fix it, including the regressions we hit along the way.
How our model proposes its own architecture changes with statistical evidence attached — and why, across every significant proposal in testing, zero were auto-applied.
What we learned running QAOA-based exam scheduling on real quantum hardware · Notes from building a schema-per-tenant multi-tenant SaaS from scratch.
© 2026 Cybergeon Technologies. All numbers on this site are re-verified against real code before publishing.