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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.

LLM Engineering

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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,...

Deep-dive

10 Technical Reports for Token Consumption and Cost Optimization in Claude Code and Gemini CLI Environments

May 29, 2026

Terminal-based AI agents like Claude Code and Gemini Cli drastically boost our productivity by analyzing...

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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