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Notes on AI engineering, web development, portfolio strategy, and practical product thinking.

How I Evaluate AI Features Before Writing Code cover

2026-05-13 · 5 min read

How I Evaluate AI Features Before Writing Code

A practical checklist for separating useful AI features from impressive but fragile demos.

AI EngineeringProduct ThinkingEvaluation
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Turning Portfolio Projects Into Case Studies cover

2026-05-13 · 4 min read

Turning Portfolio Projects Into Case Studies

How to frame student and personal projects so they show judgment, ownership, and technical depth.

PortfolioWeb DevelopmentCareer
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