Blog
Insights from production.
Essays on AI architecture, system design, and lessons from production.
The Profitability Wall: Why Your 2026 Architecture is Leaking Cash
A system can scale perfectly and still lose money. In 2026, the new standard for architectural failure is economic rigidity. Here's why unit-cost engineering is the next essential skill for architects.
From Prompting to Paralysis
AI Debt is the structural weight of unmanaged context. When a team prioritizes immediate magic over architecture, velocity drops. Here is how to move from 'prompt and pray' to disciplined AI engineering.
The Day Productivity Stopped Meaning Anything
When AI removes the constraint of effort, traditional metrics of 'how much did you ship?' become empty data points. The real shift is from performance to discernment.
Stop Building on Sand: How to Decouple Your Product from Single-Model Failures
Recent outages of major AI providers have exposed a hard truth: many 'AI-first' businesses have a single-point-of-failure dependency. Here's how to build resilient architectures using a Resilience Gateway.
The Intent Gap in AI Engineering
A Senior Developer opens a pull request generated by an AI agent. The syntax is flawless, but it's a foreign body inside the system. The AI didn't fail because it lacks logic, it failed because it lacks context.
The AI Complacency Trap: Why Continuous Compliance Is No Longer Optional
AI generates clean, plausible code instantly. But beneath that seamless surface, we're becoming dangerously comfortable handing control to a system with no memory of your architecture, policies, or production environment.
I Used to Be Scared AI Would Take My Job. Now I'm Scared I'll Waste This Opportunity.
Watching a junior dev generate an entire auth system in 20 minutes. My first thought? 'That would've taken me two days.' My second? 'What's my job anymore?'
Why Neo4j Became My Default Database (Yes, Even for Simple Data)
How a 12-JOIN SQL nightmare led me to Neo4j, and why it's now my default choice,even for simple tabular data,in the age of AI chatbots...
I Forgot Why I Made a $2 Million Architecture Decision
How forgetting my own reasoning cost $2 million in penalties, and why Architecture Decision Records (ADRs) became my non-negotiable practice...
How C4 Diagrams Saved Me From Drowning in AI-Generated Code
Three engineers arguing about our own system. AI generating code 100x faster than we could understand it. Here's how C4 diagrams became our survival strategy...
My AI Coding Assistant Has Amnesia (And It's Costing Me)
Wednesday's Claude had no memory of Monday's architectural decisions. Here's how AI amnesia creates architectural chaos,and what I'm doing about it...