9 posts tagged with "architecture"
AI coding agents can make legitimate architectural changes. The harder problem is separating code changes from policy changes, waivers and approval authority.
Why a dependency graph only shows current code relationships, and why AI coding agents need explicit architectural policy to avoid technical debt.
Why AI coding agents introduce architectural debt despite passing tests, and how deterministic checks and MCP keep projects clean.
Prompting Opus 4.8 or GPT-5.6 to scaffold a multi-page Next.js 16 app burns hundreds of dollars in API tokens and hours of agent baby-sitting. Here is the math behind why cloning beats prompting.
Minimal SaaS starters feel fast at the start. Here is what happens six months later when your product needs teams, billing changes, admin tools, and a first enterprise customer.
How to structure payment code so checkout, webhooks, billing portals, and marketing checkout can switch providers without touching every page.
How to structure features so auth, blog, docs, teams, webhooks, AI, and admin modules can be removed without leaving a broken app.
A practical architecture guide for teams building B2B SaaS products with Next.js, organizations, roles, billing, audit logs, and admin workflows.
How plugin architecture helps SaaS teams add AI, CRM, helpdesk, email marketing, analytics, and product modules without bloating the core app.