Writing on Tech, AI & Markets

I write about financial markets, tech, and AI on Substack. Here are my recent posts:


Towards Proactive Agents

September 2026

How agents can initiate useful work on their own, and why that takes context, smart triggers, and restraint.


Why My First Multibagger Didn’t Make Me Much

August 2026

My first 7x stock pick barely moved my portfolio because I sized it at 2%. Position sizing is everything.


The Retail Investor’s Real Edge

July 2026 · Button Blog

Written for the Button blog. The structural advantages retail investors have that institutions can’t use.


Why Building an Opinionated Web Crawler Excites Me

June 2026

Indexing ~50M pages for under $150/month, and the case for a niche search engine for tech and finance.


Building a Web Search Engine, Part 1: Crawling

March 2026

Building fault-tolerant distributed crawlers in Rust and storing 10M+ pages in AWS S3.


Building Agentic Retrieval for Financial Analysis

January 2026

Going from ~50% to 91% on FinanceBench with agentic RAG over SEC 10-K filings.


When to RAG, When to Go Agentic: UX Patterns for AI Response Modes

October 2025

When to use RAG for speed and when to go agentic for depth.


Why Alpha Lies in an Open Source Market Terminal

August 2025

How customizable dashboards and proprietary data create an edge in financial markets.


Why Your AI Search is Barely Scratching the Surface

August 2025

Why ChatGPT can’t give you a complete spreadsheet of competitors, employees, or even jobs.


RAG is Never Dead

August 2025

Why long context windows don’t kill retrieval.


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