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Articles

Writing worth reading.

September 2026
AI SystemsReliabilityEngineering

What It Takes to Leave a System Alone

The recurring cost of keeping an autonomous system coherent—and the engineering decision to stop.

Three weeks of scripting per process prompted an attempt at autonomous execution. State coordination, audit convergence, and infrastructure upkeep changed the economics—and led me to stop.

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May 2026
BusinessStrategyInvesting

The Layer Nobody Talks About

If I ever build something, this is exactly how I'd think about where to stand.

On NVIDIA, ASML, Apple, and Mold-Tek - and the pattern they all share. Why the real money is almost always one layer further back than where everyone is looking. A personal framework, not investment advice.

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May 2026
DesignAI SystemsPortfolio

The Space Between Stars

Why My Portfolio Lives in the Cosmos

On visual captivity, the cosmos as a metaphor for complex systems, and why a portfolio is always an argument - written by someone who was a designer before they were an engineer.

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© 2026 Ashwin Gupta • AI Systems Engineer • Bangalore, India

Hey, I’m Ashwin — I build AI systems.

A little chaos.
A lot of intent.

Follow your curiosity. I’ll take it from here.

Show me what you’ve built.Ideas that made it into the real world. ↗ What happens at scale?A global bank. 7× capacity. A few good decisions. ↗ When do you stop building?The AI project I chose to leave unfinished. ↗ Why all the stars?A designer’s eye. An engineer’s way of thinking. ↗ Let me look around ↗

No wrong turns. Just different stories.