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.
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.
How to Build HIPAA-Compliant Software
HIPAA compliance is an engineering problem before it is a legal one. The Security Rule reads like a requirements document once you stop treating it as legal text. Here is how to implement it.
Healthcare Data Analytics: Architecture and How to Build It
Healthcare data analytics turns clinical, claims, and device data into decisions. Here's the four types, the reference architecture, HL7/FHIR integration, HIPAA de-identification, and the ML pipeline behind it.
The journal, in your inbox
One engineering field note now and then — what we learned shipping production software, no marketing digests.