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An elderly man with a long white beard and flowing hair, wearing bright, retro-futuristic clothes including an orange and pink jacket, neon sunglasses, and large headphones, standing at a podium

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Mental models, patterns, and tradeoffs — what is actually changing in tech and what is not, based on lived experience rather than launch blogs.

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Prediction Is Not Resilience

An examination of why better prediction — especially with AI — doesn’t automatically make systems resilient, and how over-trust in forecasts can increase fragility when real-world failures cascade.

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Why Old Dog, New Flex Exists

A personal and editorial statement on why Old Dog, New Flex exists: documenting how an experienced software engineer is adapting to AI, learning in public, and drawing clear lines around responsibility, clarity, and long-term thinking.

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AI is Fast, Production is Fragile

AI can write code fast — but production is fragile. A practical look at why bad prompts cause real outages, and the system I use to apply AI safely in real software engineering.