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Writing on AI, Systems, and Engineering Judgment.

Practical insights on building real-world AI systems — beyond demos and hype.

1,000+ reads and growing · Practical AI and engineering judgment

They Built Your World. Now They’re Being Told They’re Obsolete.

A letter to every developer feeling the pressure — the real risk isn’t AI replacing you, it’s systems being built without understanding what you do.

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Akshat Uniyal

Hi, I’m Akshat — I write about AI systems that actually work.

I write about AI, systems, and engineering judgment — focused on how these technologies actually work in real-world environments.

Nearly two decades building enterprise systems, I care about the gap between impressive demos and production reality.