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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.

October 2026

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Deep-dive

JEV Concept Overview and Comparison of Two Open-Source Implementations

Oct 5, 2026

JEV is the name TypeSafe AI gives to its “System One” model concept. The company...

Engineering

Measuring Engineering Output Beyond Raw Code Generation and Token Quotas

Oct 4, 2026

Measuring engineering productivity has become significantly more contentious as enterprise engineering teams push deeper into...

Engineering

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

Oct 3, 2026

The rapid collapse of job boundaries is easily one of the most frustrating shifts happening...

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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You Missed

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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