Blog
How Stocklake is built — the data pipeline, the tools, and what the numbers actually say.
Context First, or the Model Is Guessing
Why every Stocklake tool starts with market and sector context before touching a single stock — and the production incident that shaped why most tools default to recent data, not everything.
How Stocklake Started: From a Google Sheet to an MCP Server
Ten years ago it was a spreadsheet tracking one portfolio. Then a pandemic rebuild, an almost-shipped app that never saw the light of day, and a pivot to AI that became Stocklake.