Insights
Thinking on AI, software and shipping faster.
Practical, specific writing on AI development and modern software engineering — not generic content marketing. Here's what it covers.
AI
AI development, AI agents, RAG, AI automation and practical LLM application design.
Software
SaaS development, web application architecture, APIs, Laravel, React and Next.js.
Product
MVP development, startup technology decisions, product strategy and UX.
AI-Assisted Development
Vibe coding, AI coding agents, AI engineering workflows and production hardening.
Latest
Articles
Vibe Coding Is Fast. Here's What Still Needs a Human.
AI coding agents genuinely changed how fast a working prototype can be built. They didn't change what it takes to make that prototype dependable.
28 Aug 2026
Why We Audit Before We Rewrite
A full rewrite is rarely the fix a legacy system actually needs — and it's usually the most expensive way to find that out. Here's what we look for first.
21 Aug 2026
The MVP Scope Conversation Every Founder Should Have Before Writing Code
Most MVPs fail to validate anything, because they're not actually minimal. Here's how we cut scope down to the one thing worth testing.
14 Aug 2026
Laravel or Next.js? How We Actually Decide
Not a framework war — a practical checklist for where the complexity in your project actually lives, and why that's what should drive the choice.
06 Aug 2026
RAG Isn't the Hard Part. Retrieval Quality Is.
Wiring an LLM to a vector database takes an afternoon. Making it reliably retrieve the right context — every time, not just on the demo question — is the actual engineering problem.
28 Jul 2026
What "AI-Native" Actually Means (And What It Doesn't)
"AI-native" gets used as a buzzword. Here's the practical line we actually draw: what AI is allowed to own, and what a human always has to.
14 Jul 2026
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