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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.

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Builder

[Bastion-RAG 3 – Navigator] Logical Partitioning

Jun 5, 2026

Fair warning on this one: logical partitioning through embedding model bias validation is territory I...

Builder

[Bastion-RAG 3 – Navigator] Hybrid Reranking

Jun 5, 2026

Technically speaking, “hybrid reranking” is not an inherently complex concept, and to be honest, it...

Builder

[Bastion-RAG 2 – Vault] – Deterministic De-identification

Jun 4, 2026

Looking at recent security incidents, I find myself questioning whether this type of de-identification is...

Builder

[Bastion-RAG 1 – Sentinel] – Metadata Filtering

May 31, 2026

When I started designing “Metadata Filtering,” I honestly struggled to pin down where its boundaries...

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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