Graph fields and route behavior
Manhattan is the first applied test domain for measured stress fields, directed edges, route cost, loop closure, residual structure, corridor organization, and basis checks.
aimez
measured systems, human spaces, research tools
public pages · routing demo · repo · executive summary
aimez is the public home for a research program about how local measurements become structure people can reason with. The work connects spatial AI, simulation, human-centered AI, decision-support systems, signal modeling, and agentic research workflows through one recurring problem: what becomes visible when a field, graph, interface, or artifact is tested against the conditions that receive it.
Research identity
The program studies measured systems where local observations do more than describe isolated points. Camera stress values, route costs, biological signals, interface actions, and document states become useful only after their relation to a larger structure is made explicit.
A second layer comes from craft training and sensory judgment. Culinary work taught long-horizon iteration, taste calibration, preference formation, and evaluation through repeated contact with material constraints. That discipline now shows up in how the research treats tools, diagrams, pages, routes, and papers as objects that must survive use by other people.
Current directions
Human-centered AI and commitment boundaries
Human-AI work examines the point where an output leaves an interface and enters a situation with role, timing, risk, and relationship constraints.
Emergent intelligence and simulation
Biological and material systems provide models for how local interactions, state changes, and physical constraints create behavior across larger scales.
Selected demo
The routing demo runs the system on a worked example, Grand Central to Carnegie Hall, with a camera-derived stress field, route toggles and the route metrics. It is the clearest public demonstration of the tool. The neighborhood access note gives the wider context for why route quality differs from map distance.
Routing demo: how the routing system works · Neighborhood access research
Selected work
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Start a conversationPatent pending. Broader diagnostic-infrastructure concepts in the research program are the subject of a filed U.S. provisional patent application. The public materials here are a research demonstration.