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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

  • 5 Systemic Risks That Arise When DevOps Degenerates into ‘Dev + Sole Burden of Ops’
  • A Junior Engineer’s Guide to Understanding Intellectual Property
  • Legacy System Decommissioning Strategy: The Critical Impact of Technical Debt and Zombie Servers on Corporate Security
  • [Bastion-RAG 4 – Anchor] Embedding Model Bias Verification
  • [Bastion-RAG 4 – Anchor] Embedding Noise Injection

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You Missed

Engineering

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

Engineering

A Junior Engineer’s Guide to Understanding Intellectual Property

Engineering

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

Builder

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

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Code for life

Notes from a developer adapting to AI

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