Make complex systems
clear enough to use.
WGD turns hard-to-read systems into interfaces people can actually work with. See why something happened, what evidence supports it, where risk is changing, and what needs your attention. Open primitives, working instruments, and software you can use today.
Five working examples.
Open any one and use it. No account, no setup, no pitch deck required. The rest live in the rack, with a clear status on each one.
WGD Primitives
Give people direct access to the reasoning behind a result without sending them into a chat window. Add why, evidence, compare, challenge, confidence, and provenance to the interface you already have. Use your own data and your own model behind them.
The Loop
When an AI system is about to do something that matters, someone should know exactly what is being approved. The Loop makes that decision visible: what the system wants to do, who can approve it, and what happened next. Useful anywhere a human still owns the final call.
Observatory
Compare how multiple models behave across the same work and see where they start to drift apart. Observatory turns that divergence into something you can spot quickly, investigate, and route around before it becomes a production problem.
AgentScope
An agent can look reasonable one step at a time and still end up doing the wrong thing. AgentScope shows how far the run has moved from the original intent and where that drift began, so you can catch the failure before the final answer is already wrong.
Field
A shared browser space where people can move around and hear each other based on distance. It runs peer-to-peer in one HTML file with no accounts and no backend. Open it, connect, and use it.
Eighteen instruments.
One system.
Your phone already has motion, light, sound, camera, magnetic, and touch sensors built in. The Mobile Suite turns them into eighteen focused tools you can use immediately.
Every instrument works the same way. Open it, get a live reading, understand what the phone is sensing, and use it. Learn one instrument and you already know how to use the other seventeen.
Open-band push-to-talk. No accounts, no server.
MICROPHONE · WEBRTC TREMORScores the vibration floor of any surface.
ACCELEROMETER LEVELPrecision alignment for shelves and frames.
DEVICE MOTION RANGEPoint at a reference object, get the distance.
CAMERA GEOMETRY VELOCITYTap a moving object twice, compute lateral speed.
CAMERA GEOMETRY FLUXReads the ambient magnetic field.
MAGNETOMETER LUMAAmbient luminance, flicker, and colour temperature.
LIGHT SENSOR PULSEHeart rate through the rear camera.
CAMERA TRACETiming control, drift, and stability under pressure.
TOUCH · TIMING TRACKIdentifies common objects through the camera.
VISION FINDChoose a target, then scan for it.
VISION FACEFIELDMaps visible facial expression signals live.
VISION TERRAINConverts finger motion, speed, and hesitation into field.
TOUCH LAGHuman reaction time, stability, and drift in ms.
TOUCH · TIMING FIELDScans reality into a living procedural field.
CAMERA AURALive glow field around your look.
CAMERA OMENHunt real-world shapes before the signal goes.
VISION NERVEAmbient sensory workflow — voice, camera, motion, memory.
MULTI-SENSORSix problems worth solving.
The work clusters around a few recurring needs: understand reasoning, detect risk, sense the physical world, simulate behavior, generate useful artifacts, and test interaction ideas under pressure.
REASONING PRIMITIVES
Add why, evidence, confidence, provenance, comparison, and challenge directly to an existing interface.
SIGNAL · RISK · FRAUD
Tools for spotting fraud, anomalies, attack paths, scams, and other signals before they become harder to act on.
Four currently need the scoring backend brought back online.
SENSING · FIELD · SPATIAL
Turn phone sensors, cameras, microphones, location, and peer-to-peer connections into practical measuring and spatial tools.
SIMULATION · EMERGENCE
Simulations for exploring how systems behave when outcomes emerge from rules instead of a scripted path.
MECHANICAL · GENERATIVE
Tools that make something useful: validated gear trains, printable threads, generated geometry, and live-coded music.
GAMES · TOYS
Games and toys used to pressure-test controls, feedback, spatial interaction, simulation, and real-time decision making.
Need to make something difficult feel obvious?
I help teams turn complicated products into clear, usable systems — especially where AI, trust, risk, dense information, or unfamiliar workflows make the interface hard to get right. I can lead the product direction, design the system, prototype it, and get it into a form a team can actually ship.
LEADERSHIP
Know what to build nextTurn ambiguity into product direction, priorities, and a system the team can move on.
AI UX
Make AI understandable and controllableShow people what the system knows, why it acted, how sure it is, and where they still have control.
PROTOTYPING
Get to something real quicklyWorking browser prototypes that teams can test, challenge, and build from instead of debating static screens.