OpceanAI builds AI models, container infrastructure, and evaluation research — engineered under real constraints.
10+ models
One lineage, YuuKi v0.1 to RxG, with six specialized branches.
4 isolation layers
Doki runs OCI containers natively on Android.
Since 2023
Open evaluation research — NHE and the Imprint Theory.
The model ledger
One lineage and its branches, maintained as a working catalog.
doki · termux — arm64
$ doki pull alpine:3.20
pulling manifest sha256:beefdbd8 … done
extracting 3 layers … done
$ doki run -d --name sync-agent alpine:3.20
9f3c1ab2
$ doki ps
CONTAINER IMAGE STATUS ISOLATION
9f3c1ab2 alpine:3.20 Up 12s L2 · proot
41d7e09c nginx:1.27 Up 3h L3 · ns
c208aa41 redis:7.4 Up 26m L2 · proot
$ doki stats sync-agent
CPU 2.1% MEM 18.4 MiB NET 0.6 KiB/s
$ ▌
Doki
OCI containers, natively on Android.
Standard Docker images run unmodified on-device — no cloud, no remote daemon. Four isolation layers, from sandboxed to system-level, selected per environment.
ASL — Android Subsystem for Linux. A complete Linux kernel in userspace, built in C++ and Rust. Kernel-first — work begins after Doki v1.
57.6%
Average token reduction, measured. Tsuki — trained on 4,160 bilingual examples across six task types.
NHE — Not Humanity Exam
Existing benchmarks measure what a model knows. NHE measures how human it still thinks — six cognitive patterns structurally embedded in human language, traced inside artificial systems. It is the empirical implementation of the Imprint Theory.