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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.

Adversarial Attack

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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,...

Deep-dive

The Evolution of Prison Breaks and Prompt Injections: 7 Hostile Attack Scenarios to Disable AI Guardrails

Apr 26, 2026

With over 20 years of experience in various sectors of corporate security, I have seen...

Deep-dive

AI Red Teaming Strategic Core for Non-Deterministic Model Security

Apr 11, 2026

Introduction: The Fundamental Shift in Security Paradigms during the AI Transition While past security efforts...

Latest Articles

  • JEV Concept Overview and Comparison of Two Open-Source Implementations
  • Measuring Engineering Output Beyond Raw Code Generation and Token Quotas
  • Breaking Down Job Boundaries: The Reality Behind Coding Requirements in DBA Job Postings
  • 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)

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Deep-dive

JEV Concept Overview and Comparison of Two Open-Source Implementations

Engineering

Measuring Engineering Output Beyond Raw Code Generation and Token Quotas

Engineering

Breaking Down Job Boundaries: The Reality Behind Coding Requirements in DBA Job Postings

Engineering

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

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Code for life

Notes from a developer adapting to AI

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