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Notes from a developer adapting to AI

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20+ years in security. Still figuring out what AI breaks next.

September 2026

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Engineering

Non-Specialist Vibe Coding Delusions and the Systematic Underestimation of Engineering Complexity

Sep 25, 2026

Enterprise AI adoption is hitting what I’d call an “expansion phase,” where the line between...

Engineering

‘According to AI’: A word more powerful than a veteran’s years of experience—(Distrust)

Sep 13, 2026

I’ve noticed team dynamics shift every time a new technology trend hits an engineering org,...

Engineering

(Relative importance—leakage? cost?) AI Turned into a PII Classifier

Sep 12, 2026

Working as a security engineer in IT often makes me realize something: the fundamental engineering...

Latest Articles

  • JEV Concept Overview and Comparison of Two Open-Source Implementations
  • Measuring Engineering Output Beyond Raw Code Generation and Token Quotas
  • Breaking Down Job Boundaries: The Reality Behind Coding Requirements in DBA Job Postings
  • Non-Specialist Vibe Coding Delusions and the Systematic Underestimation of Engineering Complexity
  • ‘According to AI’: A word more powerful than a veteran’s years of experience—(Distrust)

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Deep-dive

JEV Concept Overview and Comparison of Two Open-Source Implementations

Engineering

Measuring Engineering Output Beyond Raw Code Generation and Token Quotas

Engineering

Breaking Down Job Boundaries: The Reality Behind Coding Requirements in DBA Job Postings

Engineering

Non-Specialist Vibe Coding Delusions and the Systematic Underestimation of Engineering Complexity

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Code for life

Notes from a developer adapting to AI

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