Blog
Insights & Guides
Thinking on engineering maturity, startup software development, and the path from AI-built prototypes to production-ready systems.
What Happens After Vibe Coding?
You shipped fast with AI tools. The product works. Users are growing. But the codebase is a house of cards. Here's what comes next.
AI-Native Engineering
How to Scale an AI-Generated App
You built your app with Cursor, Bolt, or Replit Agent. It works. Users are growing. But the AI-generated codebase is hitting its limits. Here's how to scale it.
Startup Software
When Should You Rewrite an MVP?
The answer is almost never — at least not yet. We explain why boundaries before rewrites is the smarter path for most startups.
MVP Scaling
The MVP Hardening Checklist
Your MVP is live and users are paying. Before you scale, here are 10 things to do to harden your product for growth — without slowing down.
Founder Guides
Fractional CTO vs Technical Co-Founder: What Startups Actually Need
You need technical leadership but aren't sure whether to find a co-founder or hire a fractional CTO. Here's how to decide based on your stage, budget, and goals.
Founder Guides
Signs Your Product Needs Engineering Structure
Regressions on every deploy. No monitoring. A single developer who can't take a holiday. These are the signals that your product needs engineering maturity.
Architecture
Startup Architecture Mistakes That Kill Growth
The architecture decisions you made during prototyping are now the biggest drag on your product. Here are the most common startup architecture mistakes and how to fix them.
Product Reliability
How to Stabilise a SaaS Product Without Slowing Down
Your SaaS is live and revenue-generating — but fragile. Bugs keep appearing, deploys are stressful, and the team is losing confidence. Here's how to stabilise without a feature freeze.