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.

April 14, 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.

April 29, 2026
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