JEV Concept Overview and Comparison of Two Open-Source Implementations
JEV is the name TypeSafe AI gives to its “System One” model concept. The company...
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...