A Philadelphia site advertised as a 77-unit opportunity is heading to auction with a $1 starting bid, but the real story is in the zoning math. Here’s how CMX-2 density, low-income housing bonuses, green roof incentives, height limits, and parking rules shape the deal.
Deepblocks built an AI marketing lab to promote a real estate deal flow playbook through low-cost outreach, feedback loops, campaign intelligence, and a self-correcting marketing system.
Not every workflow needs an AI agent. In real estate and operations, the best system is often a checklist, script, or deterministic automation. Use autonomy only when the problem truly requires it.
A real estate expert explains how to manage an AI workforce stack using a management layer, builder layer, and validation layer to build software with AI tools like ChatGPT and Cursor.
Real estate experts do not need to know everything before building with AI. AI intuition develops through hands-on work, repeated review, engineering exposure, prompt design, and market judgment.
Building with AI is not just about coding. For real estate experts, market intuition and strong documentation are the quality-control layer that helps catch bad outputs, weak assumptions, and misleading data.
AI is changing how real estate, architecture, planning, finance, and development professionals work. Academia must teach students AI literacy, technical judgment, workflow design, and when not to use AI.
AI coding tools are changing the labor market by allowing real estate students, analysts, architects, planners, and brokers to prototype software tools without waiting for traditional engineering teams.
AI coding tools are not making engineers obsolete. They are changing the value of engineering by making domain expertise, technical judgment, and real estate context more important than ever.
AI coding platforms like Cursor are making it possible for real estate experts, architects, brokers, and developers to prototype software without starting with a full engineering team.
Between July 2024 and January 2025, 48 properties across nine Miami neighborhoods changed their zoning designation. That might sound like a small number—but the ripple effect can be huge. When one property is successfully rezoned, adjacent owners often follow suit. Over time, these piecemeal changes can unlock higher densities, new commercial uses, and a new wave of real estate activity.
Between a single vote at City Hall and a signature on paper, nine parcels in Miami’s Allapattah / Civic Center district just gained permission to reach twice as high as before. NOTRUSE HOLDINGS LLC successfully rezoned 88,039 sq ft from T6‑12‑O (12‑story cap) to T6‑24A‑O (24‑story cap). Although the floor‑area‑ratio (FAR) slips from 8 to 7—reducing theoretical buildable area by exactly 88,039 sq ft—the move unlocks new design possibilities and sets a fresh precedent for the neighborhood.
