AI Projects

These projects sit outside my professional work at ConstructConnect — built to push the boundaries of what AI-assisted design can actually do. Both use OOUX/ORCA data modeling, AI integration, and shipped code prototypes. The focus was always on systems architecture and technical proof-of-concept, not visual polish.

Pedestrian Realm 311

A conflict-aware AI triage agent for municipal 311 infrastructure complaints. Built on Elastic Agent Builder with a single Elasticsearch index unifying 7 object types — infrastructure assets, ADA regulations, utility constraints, departments, service requests, work orders, and a city-wide compliance score.
  • Geo-distance queries surface every asset and utility conflict within 200 meters of a complaint before crew dispatch
  • ADA violation detection compares slope measurements against federal thresholds with specific code citations (Section 406: max 8.3%)
  • Triage time reduced from 30–45 minutes to under 30 seconds with consistent quality regardless of staffing or time of day
Read more about Pedestrian Realm 311

VoteReady

A voter registration guidance app designed around cognitive processing requirements — not compliance checklists. Built with Claude API, Elasticsearch, and OOUX/ORCA methodology to support users navigating complex multi-jurisdiction requirements across variable capacity states.
  • Four capacity modes (High / Medium / Low / Crisis) adapt information density, language, and available actions based on user-stated energy
  • Claude API system prompt designed as a UX artifact — defining per-persona response rules, banned language constraints, and compliance logic routing
  • Elasticsearch powers three query patterns: compliance requirement resolution, geo-filtered agency discovery, and capacity-matched task surfacing
Read more about VoteReady