I write about AI systems, quant finance, and building. Once a week, no hype.
Most of my LinkedIn posts are the surface. The real breakdowns — what broke, what I learned, how the system actually works — live in the newsletter.
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AI Systems
AI Systems
The issues nobody writes about. Real production failures, real fixes. State management edge cases, agent loops, retry logic.
Read post →AI Systems
Chunking strategies, retrieval quality, hallucination in edge cases. Everything the docs don't tell you.
Read post →AI Systems
When a script is enough, when you need an agent, and why most real systems use both.
Read post →Consulting
Consulting
What to look for, what to ask, and the red flags that are easy to miss in a sales call.
Read post →Consulting
I turn down a lot of projects. Here's what I check before saying yes.
Read post →Building
Building
Not a listicle. A real accounting of what sticks when you've been at it long enough. Gym, academy, software, AI.
Read post →Building
How CyberCore came to exist. Ten years of building in different directions.
Read post →Building
Crude oil on MCX, commodity futures, and an expensive education that stayed with me.
Read post →Building
Naval's idea applied to how I think about building. Write once, reach everywhere. Build things that work while you sleep.
Read on Substack →More writing on the blog. Longer stuff, less polished, more honest.