Blog & Articles

Sharing insights, tutorials, and lessons learned from building real-world applications

Stylized AI lettering surrounded by logos of popular AI tools on a circuit-board style background
AI & Engineering
6 min read

When AI Makes Anyone a "Developer": Reflections from a Coder

AI tools lower the barrier to shipping code—but depth, judgment, and ownership still separate craft from orchestration. Reflections on what remains uniquely human in the AI era.

January 31, 2026
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Abstract illustration representing web scraping, data flow, and fragile automation
Engineering
8 min read

Why Most Scraping Systems Break (Even If They Work at First)

Scraping feels easy until the target moves. On structural volatility, silent failures, retries that mask fragility, and why maintenance—not extraction—is the real product.

March 16, 2026
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Illustration about enjoying coding sometimes—not always—and why that is normal for developers
Career
7 min read

I Don't Enjoy Coding All the Time—and That's Normal

Quiet expectations vs. messy reality: maintenance, vibe coding, and why the hardest parts of the job are often the least fun—and still the ones that matter.

May 12, 2026
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