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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.

Deep-dive

Large-Scale Language Model Security Framework Analysis Step 2 – OWASP Top 10

Mar 20, 2026

Navigating the New Frontier of AI Security: LLMs as Critical Infrastructure Introduction: The Expansion of...

Deep-dive

Large-Scale Language Model Security Framework Analysis Step 1 – Paradigm Shift

Mar 14, 2026

Here’s how I break down that shift and what it means for how we secure...

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

By the time a project reaches Project 1 – Step 5, the code works and...

Builder

Is it over now? No, it’s just beginning. – AI Coding Enhancement (Project 1 – Step 4)

Jan 11, 2026

AI coding tools speed up development, but production-ready code takes more than generated functions. At...

Deep-dive

Rootkit Analysis: Transforming Malicious Tactics into Unbreakable Defense Strategy

Dec 27, 2025

In the world of information security, there is an age-old adage: “To catch a thief,...

Deep-dive

[Memoirs of a Security Engineer #1] The Illusion of Privilege: Why OS Walls Are Just Bits and Bytes

Dec 20, 2025

In my 20-year career across Windows and Linux internals, I’ve often found myself explaining a...

Builder

AI Contents Debugging Caused by Perspective Gaps Between Me and AI (Project 1 – Step 3)

Aug 30, 2025

For instance, you might get results that are entirely different from what you intended, and...

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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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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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