Notes from the workshop
What we're thinking about, what we're building, and what we're reading — notes on AI-native engineering, product work, and shipping software that lasts.
Real Estate Chatbots: What They Need Before Talking to Buyers
Scripted real estate chatbots break when a buyer asks a real question: availability, price, pet policy, how to book a viewing. A chatbot that answers correctly needs live listing data, not canned flows, and guardrails on the failure modes that create legal exposure.
Real Estate Accounting Software: Ledger, Trust, Tax
Real estate accounting software is the system of record underneath a property operation: the general ledger, the trust accounts, and the filings on top. Here is how the ledger and chart of accounts work, how trust reconciles three ways, and when to build.
Property Management Software: Architecture and Build
Property management software is a ledger and a trust-accounting system with portals on top. Here is the data model behind units, leases, and tenants, how the tenant ledger and trust accounting work, how rent payments and screening integrate, and when to build instead of buy.
Commercial Real Estate Software: CAM, NNN, Leases
Commercial real estate software is lease administration plus a recovery engine. Here is why the commercial lease is a harder data model than a residential one, how CAM reconciliation, NNN leases, recoveries, gross-up, and escalations compute, and when to build.
What Is an Automated Valuation Model (AVM) and When to Trust It
An automated valuation model (AVM) estimates property value from comparable sales, hedonic regression, and public records in seconds, without an appraiser. Here's how AVMs produce a number, what confidence scores mean, and where the estimate breaks down.
What Is PropTech? Property Technology Explained with Examples
PropTech means property technology: software that reshapes how real estate is listed, managed, financed, and owned. What the five major segments cover, what each changes in practice, and when custom proptech development makes more sense than buying off the shelf.
Telemedicine App Development: Features, Stack, and Cost
Telemedicine app development covers video visits, HIPAA-governed data flows, EHR sync, and payment processing. Here is what the work involves: core features, architecture choices, and the cost drivers that shape the project.
Revenue Cycle Management Software: How It's Built
Revenue cycle management software turns care delivered into cash collected. Here's the claim lifecycle as a system, the EDI standards behind it, denial automation, and what it takes to build.
Patient Engagement Software: How It's Built
Patient engagement software is the patient-facing layer of a health product. Here's the portal architecture, the Cures Act patient-access APIs, the messaging engine, patient identity, and what it takes to build.
Medical Device Software Development: SaMD, IEC 62304, FDA
Medical device software is defined by intended use, not tech stack. A dose-calculation app is a device. An appointment scheduler is not. Here is how SaMD classification, IEC 62304, and FDA pathways shape what your engineering team actually builds.
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