Insights

Practical articles on AI engineering, architecture decisions, and building software that actually ships.

13 articles published

AI/ML EngineeringAug 15, 2026

Tokens & Credits Explained: Why AI Is Priced the Way It Is

Every AI product bills you in "tokens" or "credits" — and it's rarely obvious what you're actually paying for. Here's how tokenization works, why it drives cost, and how to use it to your advantage.

9 min readRead

LLMsTokensAI Costs

AI AutomationJul 1, 2026

The Agentic Era: What AI Agents Actually Are and Why They Change Everything

Everyone is talking about AI agents. Most explanations are either too vague or too academic. Here's a clear-eyed look at what agents actually are, what problems they solve, and what's coming next.

9 min readRead

AI AgentsAutomationLLMs

AI AutomationJun 20, 2026

How Businesses Can Save 20+ Hours/Week With AI Automation

Most companies still do repetitive work manually — data entry, report generation, email routing. Here's a practical framework for identifying and automating your biggest time sinks using modern AI tools.

8 min readRead

AIAutomationBusiness

AI AutomationJun 10, 2026

Automating the Knowledge Worker: Which Jobs AI Will Augment First

The question isn't whether AI will change knowledge work — it's which workflows transform first and how to position yourself ahead of that shift.

8 min readRead

AIFuture of WorkAutomation

Software EngineeringJun 5, 2026

The Vibe Coding Trap: Why AI-Generated Code Needs an Engineer

You can now build a working app in hours with AI. The question isn't whether it works — it's whether it will still work in six months when your users, load, and requirements have all changed.

7 min readRead

AISoftware EngineeringCode Quality

ArchitectureMay 28, 2026

Designing Systems That Don't Break at Scale

Most systems are designed for the load they have today. The ones that survive growth are designed around failure modes. Here's how to think about scalability before you need it.

10 min readRead

ArchitectureScalabilityEngineering