Sovereign AI & automation infrastructure

We build the systems. You get the time back.

AI research, offline-first automation for schools, and custom software that replaces manual work with systems that run themselves — verified against real data, not marketing claims.

Explore the work See what we automate
22/30
languages where Hyper-Token beats PU-Tok, FLORES-200
0
structural changes auto-applied without human sign-off
Daily
active use — one real school, zero spreadsheets
What we build

Three ways we save you manual work

Not a catalog of every project — the three things that actually matter, with the receipts to back each one.

AI Research

Language infrastructure that doesn't need constant hand-tuning

Indic-first tokenizers and a model that proposes its own architecture changes — with evidence attached, so a human approves in minutes instead of reviewing weeks of manual experiments.

See the research →
tokens/char, 30 languages, matched budget
-12% vs. our own prior tokenizer
trained in 66s, not 134s
Product — Gurukul Suite

A school that runs on automation, not paperwork

Fees, exams, timetables, and progress tracking — offline-first, so nothing waits on an internet connection or a person re-entering data twice.

See it in use →
manual reconciliation
→ automatic sync on reconnect
five modules, one system
Services

Custom software for the workflows still done by hand

Laravel/PHP, Python, and native + Flutter mobile — built to take a manual process (a spreadsheet, a copy-paste routine, a nightly export someone remembers to run) and turn it into a system that just works.

See what we build →
open-source stacks by default
no vendor lock-in
web + native + Flutter, one team
Automation, concretely

What "we save you manual work" actually means

Three real examples, not a slogan.

re-running batches by handparallel encode_batch

Tokenizer pipeline

Sharded caching and parallel batch encoding remove the need to babysit long-running jobs.

manual architecture searchevidence-backed proposals

Model development

The model tests its own structural changes and surfaces the evidence — a human approves, doesn't re-derive it.

end-of-day data entryoffline sync, automatic

School operations

Gurukul Suite keeps working with no connection, then reconciles itself — no one re-types anything later.

Tell us the manual process. We'll tell you if it's automatable.

Most of what we build started as someone's repetitive Tuesday afternoon task.

Get in touch

© 2026 Cybergeon Technologies. All numbers on this site are re-verified against real code before publishing.