Jay Shah
A personal blog. Notes on engineering, work, and whatever I'm thinking through as I go.
Selected writing
Index →Everyone Should Have a Personal AI Wiki
A personal wiki that an AI compiles and maintains, built on Karpathy's pattern, and how to set one up yourself.
AI 2026·08 14 What Playing Poker Taught Me
Lessons about risk, variance, and reading people from four years of playing poker seriously.
Life 2026·07 13 Just Talk to It
Why I dictate my prompts to LLMs instead of typing them, and why the results are better.
AI 2026·06 Projects
All →Personal AI Wiki
A personal knowledge base built on Andrej Karpathy's LLM-wiki pattern. I decide what goes in: articles, notes, and decisions. Claude compiles them into a cross-linked markdown wiki, answers my questions from it, and saves the useful answers back in as new pages.
Claude CodeMarkdownGitOpen Knowledge FormatJina Reader
Argus
An internal AI knowledge assistant that turns a company's scattered knowledge across GitHub, docs, the wiki, Jira, and Slack into synthesized, source-cited answers in seconds, and gets sharper over time through a human-reviewed memory.
PythonClaudeAWS BedrockPostgreSQLMCPSlack