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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.

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...

Deep-dive

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

Jul 26, 2026

“Honestly, I didn’t even start this project with NER (Named Entity Recognition) in mind. But...

Engineering

AI Ecosystem Reversed Core Key Personnel (Top-down/Bottom-up)

Jul 25, 2026

Over the past couple of decades in this industry, I’ve watched a pretty consistent divide...

Engineering

5 Systemic Risks That Arise When DevOps Degenerates into ‘Dev + Sole Burden of Ops’

Jun 20, 2026

A lot of the tech organizations I’ve worked with have reorganized under the DevOps banner...

Engineering

A Junior Engineer’s Guide to Understanding Intellectual Property

Jun 15, 2026

When junior engineers and PMs start prepping for a job change, there’s a mistake I...

Engineering

Legacy System Decommissioning Strategy: The Critical Impact of Technical Debt and Zombie Servers on Corporate Security

Jun 14, 2026

Personally, I think this is one of the reasons I haven’t been able to succeed...

Builder

[Bastion-RAG 4 – Anchor] Embedding Model Bias Verification

Jun 7, 2026

Bias mitigation is one of those topics that’s easy to nod along to in theory...

Builder

[Bastion-RAG 4 – Anchor] Embedding Noise Injection

Jun 7, 2026

I consider myself a business-friendly security engineer. Granted, there are sectors (think critical national technologies,...

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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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