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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.

February 2026

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Builder

DeskTools Service (Project 2 – Step 3)

Feb 8, 2026

For modern knowledge workers, browser tab fatigue is a chronic issue. While workflows vary across...

Builder

DeskTools Implementation (Project 2 – Step 2)

Feb 7, 2026

In the rapidly evolving ecosystem of modern web development, achieving a balance between “simplicity” and...

Builder

DeskTools Planning (Project 2 – Step 1)

Feb 7, 2026

Blurring the Lines: Why I Built DeskTools for the Era of the “Hybrid Specialist” It’s...

Builder

AI Documentation Strategies for Modern Software Engineering (Project 1 – Step 5)

Feb 1, 2026

When navigating the lifecycle of a complex software project, particularly around the stage of Project...

Latest Articles

  • 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)
  • (Relative importance—leakage? cost?) AI Turned into a PII Classifier
  • NER-based PII Anonymization: OpenAI Privacy Filter Analysis & Lightweight Implementation of privyscope-ko
  • AI Ecosystem Reversed Core Key Personnel (Top-down/Bottom-up)

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You Missed

Engineering

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

Engineering

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

Engineering

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

Deep-dive

NER-based PII Anonymization: OpenAI Privacy Filter Analysis & Lightweight Implementation of privyscope-ko

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Code for life

Notes from a developer adapting to AI

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