Work

Mapping the interior of things.

Capture is the front door. This is the practice behind it: spatial experiments, building-intelligence concepts, agent systems, civic technology and a lot of writing. Most of it is research and prototypes. It's here because it shows how we think about places.

Living systems

Selected projects

Prototypes, competition work and proposals. Awards are listed as they were won.

1st Place · Frontier Forecast 2026
Two Doorways — Hyperlocal Prediction Market
Civic Forecasting

Two Doorways

A hyperlocal prediction market that resolves from a city's own public data — and knows the difference between an expert and an insider who can move the outcome. Built agent-native from day one: a real MCP server, a live DataSF/BLS resolution engine, and markets any AI agent can trade, get gated from, or attest to — not just read.

1st Place — Frontier Forecast 2026 (Broken Symmetry Capital × Frontier Tower)
1st Place · RP1 Hackathon
ROOM — Spatial Knowledge Graph
Primary System

ROOM

More than spatial memory. ROOM is a mindset — the spaces in between. Care is the currency of ROOM. A system for turning buildings into evolving memory structures, where operations, events, and decisions become navigable intelligence.

1st Place — RP1 Open Metaverse Hackathon (PLACES category)
Runner-Up · SensAI Hackathon
PathfinderXR — 8-Layer Care Map
Care Navigation

PathfinderXR — 8-Layer Care Map

A tool for caseworkers to offload cognitive complexity — interactive, privacy-preserving experiences that use awe to break through with clients. Helps people build agency and triage needs in order of real importance. Built on the lived experience of casework.

Runner-Up — SensAI Hackathon (Dec 2025) · With Elgin Rose
2nd Place · Age Tech Hackathon
Chorus team — Age Tech Hackathon winners
Intergenerational Care

Chorus — The Intergenerational Care Platform

By focusing on connection, purpose, and joy, we proved that caregiving tools can help not just caregivers cope — but help elders and their entire support circle thrive. Built for what's coming as zero-knowledge proof systems evolve to meet the needs of the caregiving ecosystem.

2nd Place — Age Tech Hackathon · Connection · Purpose · Joy
Boundless SF · A Proposal in Formation

Pharmakon — A Healing Commons for the Seam

Isolation is a measured mortality risk — and the tools that could meet it, immersive rooms that manufacture awe, are aimed at spectacle instead of the wound. Pharmakon rebuilds the oldest form of medicine: the Asclepian abaton, where people came to rest, dream, and be restored — now made of light, water, and data, sited at the seam of the city where care is already quietly happening.

Kin to Submersive and Dataland — awe as medicine, aimed at the wound. A submittal to Boundless San Francisco.

Submittal · Boundless San Francisco · Lever for Change
Fountain photographs anonymized to protect the people pictured.
Dunsmuir Visionary Village — Property Map DVV — Art + Tech at the Historic California Theatre
Dunsmuir, CA · Mark Juarez

Dunsmuir Visionary Village

A place-based experiment in spatial memory, narrative systems, and future-state environments — something bigger coming to fruition. Where the land remembers, the buildings hold stories, and the architecture imagines forward. Dunsmuir, California.

Place · Memory · Narrative · Future-state environments

Index

Everything, by kind

Projects, prototypes and hyperblogs. Filter by what you're curious about.

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A concept we keep returning to

Place memory. Before it changes.

A photograph mostly preserves an image. A spatial representation can preserve relationships: scale, position, viewpoint, geometry, adjacency, context, and the possibility of virtual re-entry.

That matters most when a place is about to change. Places in transition include:

  • Vacancy + turnover
  • Renovation
  • Construction
  • Restoration
  • Sale
  • Redesign
  • Event setup
  • Exhibition close
  • Ownership transition
  • Historic or temporary conditions
A property should be able to retain what is known about it.

Our capture work starts with multifamily vacancies. If you have a space in transition of another kind, tell us about it.

The broader practice

What we can build together

Beyond capture, these are scoped engagements and research collaborations, taken on by conversation. None of it is an off-the-shelf product, and much of it can be built now.

01 · Spatial computing

  • Build digital twins and spatial interfaces
  • Deploy Gaussian splat and scanning pipelines
  • Enable real-world navigation of complex environments
  • WebXR experiences on open standards

02 · Knowledge architecture

  • Design systems that organize and evolve knowledge
  • Build second-brain and agent-assisted infrastructure
  • Turn raw data into decision intelligence
  • LLM-maintained knowledge bases

03 · Community technology

  • Tools for coordination, governance, and shared intelligence
  • Non-extractive systems aligned with community ownership
  • Place-based organizational infrastructure

04 · Real estate + property

  • Spatial capture of units, common areas and buildings (available now)
  • Research into building operations as navigable memory
  • Reducing blind spots across maintenance, risk, and decisions
  • Integrating AI into multi-property environments

Buildings that learn

Turn buildings into learning systems, where operations, maintenance, and decisions become navigable memory.

Data into intelligence

Transform fragmented information across systems into usable, queryable, spatial intelligence.

Spatial interfaces

3D interfaces for navigating complexity: digital twins, knowledge graphs, and immersive environments.

Systems that compound

Knowledge architectures that improve over time. Every question answered makes the next one sharper.

Back to the front door

Start with the place.

Capture of one small space starts at $500. Buildings, portfolios and custom spatial systems are scoped around the problem.