Pre-alpha research
Mythica
A local-first research ecosystem exploring context, evidence, evaluation, and human review for AI-assisted work. Ongoing research, rather than a finished production platform.
Practical work.
At SoCo Hosting & Design, I offer hosting, websites, digital design, and domain services. I’m also developing SoCo Business Hub as a workspace for managing clients, websites, and reviewed automation.
Selected projects.
Research, software, and community ideas at different stages of development.
Project in development
Kasbah AI
Exploring local AI assistance for household and property workflows.
Software project
Into The Metaverse
Exploring shared WebXR and spatial experiences.
Planned community site
N3RD5
A community site for nerds, starting with an existing Telegram group. The idea: AI-assisted articles drawn from news and community discussions. The website is not launched yet.
Signal evaluation toolkit
ToneSight NS8
A Python toolkit for deterministic mapping and evaluation of discrete Valence–Arousal–Dominance signals. It provides source code, a command-line interface, and test definitions for reproducible comparisons; it does not infer emotions directly from raw text or audio.
Synthetic-data experiments
NS8 Supervised ML Lab
Machine-learning experiments using synthetic modular grids and engineered features. Its documented workflow covers preprocessing, training, evaluation, and group-aware splits. These are research experiments, rather than evidence of commercial performance.