Targeting model obsolescence through user self-sufficiency. We build strictly for technical efficiency, empirical rigor, and uncompromised accuracy.
Active Research & Deployments
Contextual Norm Propagation
Active · re-audited September 2026
A controlled multi-agent financial market simulation evaluating accountability under hidden risk. The September 2026 audit reproduced the scores of all 20,520 saved agent turns; when accountable agents published their notes, accountable language rose against a silent control (+0.256, 95% CI 0.229–0.283) and survived ablation. Speaking order confounds exposure, so the next round randomizes it.
Local Inference on GB10
Active · in daily use
Two NVIDIA GB10 nodes (128 GB unified memory each) replace hosted models. One serves a 125B-parameter mixture-of-experts model (6B active) through llama.cpp at 23.6 tokens/s with 0.33 s to first token; the other runs image, video and 3D generation. Every service runs on owned hardware with owned weights.
Aethelgard's Respite
Active
A persistent AI layer for the Creation Engine. NPC dialogue and memory run in-process through SKSE and SkyrimNet, served by a fast local model on the GB10 nodes; a separate chronicler reads in-game memories and turns them into illustrated journals.
Picture-to-Game Asset Pipeline
Active
A written description becomes a game-ready object: concept art, a 3D mesh (Hunyuan3D 2.1), a skeleton (UniRig), animation from a motion library, then delivery to Godot. An unattended factory queue builds whole catalogues of props for interactive projects.
Scalable Hydroponic Infrastructure
Active
Engineering closed-loop controlled environment agriculture (CEA). Prototyping focuses on optimizing system fluid dynamics and integrating sensor telemetry for automated nutrient and environmental regulation.
Writing
Without Lying to Yourself
First edition · free to read
A field manual for running AI workloads on GB10 hardware, built from real incidents: twelve plates on the failures that look like success — a healthy ping on a wedged box, an idle process squatting on memory, a job that exits clean and delivers nothing.