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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.

2026

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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...

Builder

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

Jan 11, 2026

AI Coding Enhancement dramatically accelerates development, but making the code truly production-ready requires more than...

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  • 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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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

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[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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