Writing on AI, Systems, and Engineering Judgment.
Practical insights on building real-world AI systems — beyond demos and hype.

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.
What I’m Writing Lately
What I Write About
AI Systems
Designing production-grade AI systems built for reliability, scale, and real-world use.
AI Tools & Models
Exploring LLMs, embeddings, and tools — what works, what breaks, and why it matters.
AI Commentary
Perspectives on AI trends, trade-offs, and real-world implications beyond the hype.
Most Read by Builders
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.









