Baltimore city-as-lab plan — rebuild homes into Success Hubs
Modeled on Urban Systems, Ph.D. — NYU Tandon and the CUSP Urban Science track: field-test urban infrastructure, data, and AI in real neighborhoods. Agents runs the business layer; Labs holds the research and grant narrative.
Why this plan
15,000+
Vacant properties across Baltimore City
30%
Of homes in some neighborhoods sit empty
Ashburton PoC
617 Ashburton — rehab + apprenticeship proof
Agents OS
Business CRM and AI workers for hub tenants
Intervention stack
01
Partner with Baltimore City pathways (including vacant / $1-class acquisition) to stabilize strategic blocks.
02
Full-scope renovation to code with paid apprenticeships under licensed construction partners.
03
Each restored property becomes a launch point — housing plus a neighborhood node for skills, services, and local enterprise. Larger sites can take the destination-hub form (ticket #293, proposed): Third Place / EV dwell with local food hall and retail collective, indexed on the Labs Place graph.
04
Agents Property Lab plus Agentic OS supplies CRM, outreach, tickets, and AI business workers so hub operators run modern ops for real people — not a demo CRM on Foundation.
05
Field evidence flows into the Labs field track (journal workspace + Lab Desk). Grant narratives for city leadership and funders are built in Labs; RFP facts and amounts come from the Let’s Talk PR (LTP) shared Drive grant ledger — never invented.
Research comparable
NYU Tandon’s Urban Systems Ph.D. uses the city as a laboratory to develop and field-test solutions for urban infrastructure, community needs, resilience, data, AI, and public systems. It includes a Community Impact Project and coursework in urban infrastructure, monitoring cities, applied data science, AI, machine learning, and system optimization. The CUSP Urban Science doctoral track deepens complexity, informatics, and sensing methods for that same field orientation.
City as a lab — solutions designed and tested in real neighborhoods, not only in simulation
Community Impact Project — scholarship tied to measurable local outcomes
Urban infrastructure, monitoring, applied data science, AI / ML, and system optimization
CUSP specialization — complexity, informatics, and sensing for urban systems
Baltimore adaptation
Blocks of vacant and underused properties drain neighborhood wealth and youth opportunity. Public acquisition pathways (including city vacant programs) exist, but rehab alone does not restore economic capacity. Homes need a second job: become launch points for community Success Hubs and modern business tooling.
Acquire: Partner with Baltimore City pathways (including vacant / $1-class acquisition) to stabilize strategic blocks.
Rehab: Full-scope renovation to code with paid apprenticeships under licensed construction partners.
Success Hub: Each restored property becomes a launch point — housing plus a neighborhood node for skills, services, and local enterprise. Larger sites can take the destination-hub form (ticket #293, proposed): Third Place / EV dwell with local food hall and retail collective, indexed on the Labs Place graph.
AI worker injection: Agents Property Lab plus Agentic OS supplies CRM, outreach, tickets, and AI business workers so hub operators run modern ops for real people — not a demo CRM on Foundation.
Measure & publish: Field evidence flows into the Labs field track (journal workspace + Lab Desk). Grant narratives for city leadership and funders are built in Labs; RFP facts and amounts come from the Let’s Talk PR (LTP) shared Drive grant ledger — never invented.
Success Hubs
Restored homes are not endpoints. They host Success Hubs — neighborhood nodes where trades pathways, local enterprise, and community services meet. The destination form (ticket #293, proposed — not a completed building) is a Third Place / EV Mobility Hub: dwell time (20–45 minutes at the charger) subsidizes a lounge, a food hall of local operators instead of legacy QSR chains, and a retail collective of independent shops. R. House is a Baltimore size comparable. The Agentic OS on Agents is the business layer operators actually use. Labs indexes the hub as a Place (spatial zones, dwell windows, consented community→Place edges) — fandom belonging that currently lives online becomes geographic when people opt a community into the site.
Housing stability + neighborhood presence
Skills and apprenticeship continuity on-site
Local enterprise tooling via Agents (CRM, outreach, AI workers)
Destination hub dwell: lounge + local food hall + retail collective (proposed)
Field evidence captured for Labs R1 research — Place graph, not person surveillance
Research ↔ funding
Ops and CRM data from Agents show what growth looks like on the ground. Labs field track turns that into publishable research and city-facing grant narratives. Award amounts and RFP packages stay on the LTP shared Drive grant ledger.
Agents → growth and capacity signals
Labs field workspace → R1 research ledger
Foundation proposal → narrative for city leadership and funders
LTP Drive ledger → authoritative RFPs and amounts
Narrative for city leadership and funders. Budget amounts come from the Let’s Talk PR (LTP) shared Drive grant ledger — synced in Lab Desk — not invented here.