The ALL AI Blog

Insights on architecture, AI-native development, and shipping real products.

AI Wrote Perfect Unit Tests. The App Still Broke in Production.
Uncategorized March 14, 2026 5 min read

AI Wrote Perfect Unit Tests. The App Still Broke in Production.

AI generated 98% test coverage. Every test passed. The app crashed within an hour. Why AI tests validate implementation, not business logic — and what to do about it.
We Gave the Same Prompt to 3 AI Coding Tools. Here's What Broke.
AI Development March 13, 2026 9 min read

Same Prompt, 3 AI Tools: Claude vs GPT vs Gemini Code Comparison

We gave Claude, GPT, and Gemini the same coding prompt. Each produced different bugs. See the results and learn why the review process matters more than tool selection.
What a $340K Code Review Mistake Looks Like (and Why Your CI/CD Pipeline Didn't Catch It)
Uncategorized March 11, 2026 9 min read

A $340K Code Review Mistake: Why CI/CD Didn’t Catch the Bug

A discount engine bug passed all automated tests and cost $340K in a weekend. Learn why CI/CD misses business logic errors and how architect review prevents costly production failures.
I Built This in 20 Minutes With AI (and Spent 6 Hours Making It Actually Work)
AI Development March 9, 2026 8 min read

AI Built in 20 Minutes? The Hidden 80% Nobody Shows You

Studies show experienced devs take 19% longer with AI tools despite feeling faster. Learn why the last 20% of AI-assisted development takes 80% of the time.
Client Emails Decoded: What 30 Years of Web Dev Teaches You About Scope
Agency Insights March 7, 2026 5 min read

Client Emails Decoded: What Web Dev Experience Teaches About Scope

After 30 years in web development, you learn to read between the lines. Here's what common client emails actually mean — and why experience still matters.
The 3-Question Framework for Shipping AI Code Safely
Engineering Process March 5, 2026 5 min read

The 3-Question Framework for Shipping AI Code Safely

A simple 3-question checklist for evaluating AI-generated code before it reaches production. Takes 30 seconds, prevents months of problems.
What Your AI MVP Is Missing Before It's Production-Ready
Uncategorized March 3, 2026 5 min read

What Your AI MVP Is Missing Before It’s Production-Ready

Your AI-built MVP works in development. Here's what it needs before real users can depend on it — security, monitoring, error handling, and more.
Vibe Coding vs. Architect-Led AI: What's the Difference?
AI Development February 28, 2026 5 min read

Vibe Coding vs. Architect-Led AI Development: What’s the Difference?

Vibe coding and architect-led AI development both use AI tools — but the outcomes are vastly different. Learn which approach is right for your product.
The Real Cost of Skipping Code Review on AI Output
Uncategorized February 26, 2026 5 min read

The Real Cost of Skipping Code Review on AI Output

Skipping code review on AI-generated output doesn't save time — it creates technical debt. Learn the real cost and how architect-led review prevents it.
Why AI-Generated Code Breaks in Production
AI Development February 24, 2026 5 min read

Why AI-Generated Code Breaks in Production

AI tools generate code fast, but most of it isn't production-ready. Learn why AI-generated code fails at scale and how architect-led AI development fixes it.