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

GPT-5.6 Is Here—But There's a Catch cover

· 3 min

GPT-5.6 Is Here—But There's a Catch

OpenAI just announced the GPT-5.6 Sol, Terra, and Luna series. Here's what they are, why the rollout is staggered, and what it means for developers.

AI PolicyOpenAIFrontier Models
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Kickbacks pays developers passive income to wait for AI loading screens. cover

· 3 min read

Kickbacks pays developers passive income to wait for AI loading screens.

What if you got paid for every second you waited for an AI to answer you? Discover how Kickbacks turned an AI loading screen joke into a $30M business.

KickbacksAI Coding AssistantsPassive Income
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How I Evaluate AI Features Before Writing Code cover

· 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

· 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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