I build small tools.
I study large consequences.

Independent builder working on computer use, learner-owned systems, and open questions about AI safety.

Explore the work Follow on Bilibili

An original cubist double portrait representing reflection between a builder and an intelligent system — Builder / system / mirror — an original study in divided perspective.

01Project map

Four ways I work.

Not a timeline. A map of what I code, create, learn, and play with in public.

Coder

Infrastructure, runtimes, and model access.

Codex RouterMy upstream contributions — venv self-healing and native subagent fixes.↗ FastCUAA fast computer-use agent runtime.↗ Claude Desktop Tweak ModelsConnect custom models to Claude Desktop.↗ LLM Provider CompatNormalize provider differences behind one layer.↗

Creator

Agent-led visual and creative systems.

AI Video StudioMake videos with agents, skills, and ComfyUI.↗ Design MasterA system for deliberate visual design work.↗

Learner

Tools that turn practice into visible progress.

GitLearnOSA learner-owned GitHub + AI learning system.↗ AI Subtitle ExtractorTurn video subtitles into clean, reusable text.↗ WordSnapCapture and practice unfamiliar words.↗

Gamer

Experiments where AI enters playable worlds.

numen-macOSA historical macOS adaptation that brings large models into Minecraft.↗

02AI safety research

Proceeding carefully.

Manuscript

I am developing a line of thought about quantifying everything, non-sovereignty, and mirror deterrence. This is an evolving manuscript—not a finished paper—and I welcome serious criticism and collaboration.

Read the manuscript Discuss or collaborate

Quantifying Everything→Non-Sovereignty→Mirror Deterrence

03Contact me

Collaborate, question, or offer a better argument.

Contact channels

Emailjizguo@hotmail.com GitHub@Guojiz BilibiliFollow

I build small tools.I study large consequences.

Proceeding carefully.

Collaborate, question, or offer a better argument.

I build small tools.
I study large consequences.