Insights on AI, software architecture & system reliability.

In-depth technical analysis and strategic perspectives from engineers who build and deploy production systems every day.

Applied AI Strategy6 min read

How to Evaluate Whether AI Makes Sense for Your Business Before Writing Code

A practical 5-step framework to audit data readiness, calculate token economics, and verify if classical software or applied machine learning delivers higher ROI.

February 2025Read Analysis

Software Engineering8 min read

The Hidden Cost of Bad MVP Architecture: What Founders Need to Know

Why speed-first shortcuts often force expensive complete rewrites at Product-Market Fit, and how to balance rapid validation with extensible foundations.

January 2025Read Analysis

Intelligent Automation5 min read

Why Most Internal Automation Projects Fail (and How to Avoid It)

Examining edge cases, exception routing, and staff adoption pitfalls that cause brittle Zapier/webhook chains to break in enterprise operations.

January 2025Read Analysis