Measuring Engineering Output Beyond Raw Code Generation and Token Quotas
Measuring engineering productivity has become significantly more contentious as enterprise engineering teams push deeper into...
Breaking Down Job Boundaries: The Reality Behind Coding Requirements in DBA Job Postings
The rapid collapse of job boundaries is easily one of the most frustrating shifts happening...
Non-Specialist Vibe Coding Delusions and the Systematic Underestimation of Engineering Complexity
Enterprise AI adoption is hitting what I’d call an “expansion phase,” where the line between...
‘According to AI’: A word more powerful than a veteran’s years of experience—(Distrust)
I’ve noticed team dynamics shift every time a new technology trend hits an engineering org,...
(Relative importance—leakage? cost?) AI Turned into a PII Classifier
Working as a security engineer in IT often makes me realize something: the fundamental engineering...
NER-based PII Anonymization: OpenAI Privacy Filter Analysis & Lightweight Implementation of privyscope-ko
“Honestly, I didn’t even start this project with NER (Named Entity Recognition) in mind. But...
AI Ecosystem Reversed Core Key Personnel (Top-down/Bottom-up)
Over the past couple of decades in this industry, I’ve watched a pretty consistent divide...
5 Systemic Risks That Arise When DevOps Degenerates into ‘Dev + Sole Burden of Ops’
A lot of the tech organizations I’ve worked with have reorganized under the DevOps banner...
A Junior Engineer’s Guide to Understanding Intellectual Property
When junior engineers and PMs start prepping for a job change, there’s a mistake I...
Legacy System Decommissioning Strategy: The Critical Impact of Technical Debt and Zombie Servers on Corporate Security
Personally, I think this is one of the reasons I haven’t been able to succeed...