~/Code/jduncan-blog

Jamie Duncan

Engineering, craft, and curiosity.

Self-taught engineer, recovering history major. Tech, woodworking, home automation.

Recent Entries

Why Giant Agent Skill Repos Won't Survive 2027
Technical

Why Giant Agent Skill Repos Won't Survive 2027

Interactive agent skills rely on progressive disclosure and human guardrails. My token data shows why unattended 2027 loops need radically smaller context.

Surviving the AI Vulnerability Thunderdome
Technical

Surviving the AI Vulnerability Thunderdome

AI is finding bugs faster than humans can fix them. From the PHP2Shell RCEs to 400 complexity issues in my own code, here is how to survive with agentic SDLC.

History Repeats. Humans Forget.
Personal

History Repeats. Humans Forget.

Everyone is talking about AI in extremes. We said the exact same things about server virtualization and Kubernetes. Generative AI is a tool. Let's learn how to use it.