AI Can Write the SaaS. It Still Doesn't Decide How the Pieces Should Fit.Why I built Codapult around modules, adapters, and explicit boundaries instead of another pile of starter files. AI has changed what it means to start a SaaS project. A few years ago, getting authenti1Oct 12 · 9 min readcodapult.hashnode.dev
The Agent Shouldn't Be Able to Approve Its Own RulesWhy policy changes need a different boundary from code changes when AI agents work on real projects. One of the less obvious problems I've run into with coding agents isn't that they make bad changes.14MCOct 1 · 11 min readcodapult.hashnode.dev
A Dependency Graph Shows Structure. It Doesn't Show Intent.Why understanding a codebase requires more than knowing which modules depend on which. A dependency graph is one of the first things I wanted when I started thinking about tooling for AI coding agents1Sep 25 · 11 min readcodapult.hashnode.dev
The Tests Passed. The Architecture Didn't.One of the stranger things about working with coding agents is that a change can be completely valid and still be wrong. TypeScript passes. The tests pass. The build is green. The feature works. And I29RBMSep 23 · 10 min readcodapult.hashnode.dev
The Next.js SaaS Boilerplate Checklist for 2026Most SaaS boilerplates look similar on the homepage: auth, payments, dashboard, emails, blog, and a fast launch promise. The differences appear later, when a customer asks for team roles, billing chan1Aug 12 · 5 min readcodapult.hashnode.dev