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Engineering Diary & Perspectives

Reflections on artificial intelligence, low-level model mechanics, high-leverage agent architectures, and navigating the modern software engineering paradigm shift.

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Disciplines & Systems ThinkingSeptember 5, 202610 min read

The Detective vs. The Blacksmith: Demystifying Data Science vs. Artificial Intelligence

Why Data Science welcomes diverse professions to investigate domain mysteries horizontally, while Artificial Intelligence demands core CS/IT engineering to forge the machine vertically.

Ever notice how Data Science job postings welcome economists and biologists, while AI roles demand deep CS/IT engineering foundations? It is not arbitrary HR gatekeeping. They represent two perpendicular axes of technical intellect: The Detective vs. The Blacksmith.

#Data Science#Artificial Intelligence#Computer Science#Systems Architecture#Mental Models
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Disciplines & Systems Thinking10 min read

The Detective vs. The Blacksmith: Demystifying Data Science vs. Artificial Intelligence

September 5, 2026 • By Thong Truong

Ever notice how Data Science job postings welcome economists and biologists, while AI roles demand deep CS/IT engineering foundations? It is not arbitrary HR gatekeeping. They represent two perpendicular axes of technical intellect: The Detective vs. The Blacksmith.

#Data Science#Artificial Intelligence#Computer Science
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Industry & Architecture Strategy9 min read

I Started Learning AI. I Didn't Expect It to Change How I See the Software Industry.

August 12, 2026 • By Thong Truong

When I first enrolled in AIO 2026, my goal was purely technical: master the math and train models from scratch. But diving into AI made me see the software industry through a completely new lens - understanding why selling developer hours is being commoditized and where true value is moving.

#Enterprise AI#Software Engineering#AI Architecture
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