Original writing on software engineering, AI automation, and the business platforms we build.
Scalability problems are usually architecture decisions made early, not something that can be patched in later. Here's what to get right before writing code.
Neither option is universally right. The decision comes down to how standard your process is and how much that process is actually a competitive advantage.
The useful question isn't whether to add AI — it's which specific manual task is worth automating, and what happens when the automation gets it wrong.
A point-of-sale system is only as useful as what it connects to. Here's what separates a real operational system from a digital cash register.
Access control isn't a settings-page checkbox — it's a structural decision that determines how safely a system can grow past its first few users.
Prepare workflows, integrations, migration needs and acceptance criteria so software proposals cover the same work and expose ongoing costs.
Evaluate fee rules, attendance corrections, permissions, data migration and support using your school's real workflows before choosing a system.
