📰 Dev.to · Marsulta

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Silicon Holler: What Happens When the Brain Drain Finally Stops

Dev.to · Marsulta 🚀 Entrepreneurship & Startups ⚡ AI Lesson 4w ago

Silicon Holler: What Happens When the Brain Drain Finally Stops

An Appalachian builder's case for why the next great tech hub is hiding in plain sight There's a...

I Was Told It Would Take 2 Years. I Did It in 3 Months. And Nobody Knows My Name Yet.

Dev.to · Marsulta 1mo ago

I Was Told It Would Take 2 Years. I Did It in 3 Months. And Nobody Knows My Name Yet.

Last July I hit my limit on Cursor. Literally. The free tier ran out and it told me I couldn't use it...

I built the quality gate that IBM, Google, and Cursor all skipped

Dev.to · Marsulta ⚡ AI Lesson 1mo ago

I built the quality gate that IBM, Google, and Cursor all skipped

April 28, 2026 was a weird day for me IBM shipped Bob. Thoughtworks published SPDD. Researchers at...

Why Reliable AI Should Be Structured Like a System, Not a Superhero

Dev.to · Marsulta 1mo ago

Why Reliable AI Should Be Structured Like a System, Not a Superhero

Most AI is still being imagined the wrong way. We picture a single brilliant machine sitting in a...

Vibe-Based Engineering: Why Your Agent Pipeline Will Eventually Betray You

Dev.to · Marsulta 2mo ago

Vibe-Based Engineering: Why Your Agent Pipeline Will Eventually Betray You

I've been building in the agentic space for a while. Not as a researcher, not at a well-funded lab —...