Writing

Finance, Fintech & Building.

Essays on portfolio risk, stock market strategy, fintech, AI, and what it actually takes to build financial software — from someone who's lived both sides.

Featured

Why Retail Investors Ignore Concentration Risk — And How to Fix It

Most portfolios are far less diversified than their owners think. Owning 10 stocks doesn't mean you're protected. Here's what concentration risk actually looks like, the three types most investors completely miss, and how to fix it before the next downturn.

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All Articles
Market Analysis

AI Stocks Are Driving the Market. But Are Investors Managing the Real Risk?

AI stocks are powering market gains, but ETF overlap, Nvidia concentration, high valuations and leverage may leave investors less diversified than they think.

Jun 25, 2026 10 min read
Portfolio Risk

How ETF Overlap Creates Hidden Concentration Risk in Modern Portfolios

Different ETF labels can still lead back to the same stocks, making portfolios look diversified while concentration risk quietly grows underneath.

Jun 11, 2026 9 min read
Portfolio Risk

Why Retail Investors Ignore Concentration Risk — And How to Fix It

Most portfolios are far less diversified than their owners think. Here's what concentration risk really looks like and how to fix it.

Apr 1, 2026 8 min read
Market Analysis

How to Protect Your Stock Portfolio in Volatile Markets

Volatility is not the enemy. Mismanaging it is. Here are the strategies that actually work when markets get choppy.

Apr 7, 2026 9 min read
Portfolio Risk

What 17 Years of Portfolio Management Actually Taught Me About Risk

The things finance textbooks can't teach you — patterns, mistakes, and what separates people who survive volatility from those who don't.

Coming soon
In progress
AI

What AI Actually Changes for SaaS Founders (And What It Doesn't)

Every founder is talking about AI. Very few are thinking clearly about what it actually shifts in the product, the moat, and the business model.

Coming soon
In progress
Startup Building

Why I Built Guardfolio.ai — The Problem Behind the Product

A founder's honest account of the problem, the market gap, and what it's like to build a FinTech startup when you've spent 17 years on the other side of the trade.

Coming soon
In progress
Fintech

Why Most Retail Investors Don't Need More Data — They Need Better Risk Frameworks

The internet gave retail investors access to the same data as institutions. It didn't give them the frameworks to use it. Here's what's still missing.

Coming soon
In progress
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