How jackbutcher.md Was Made
50,000 tweets. One file. Every pattern extracted.
April 11, 2026
The problem
AI can write. It can't write like you.
Every AI tool produces the same voice. Helpful, hedging, verbose. Competent but generic. Written by a committee of reasonable people.
Better prompts don't fix this. Better context does. Give the AI a detailed model of how you write and the output sounds like you instead of everyone. The Compound Context course covers this principle: context is capital.
jackbutcher.md is that model. Six years of writing in a format any AI can use.
The raw material
50,796 tweets. January 2019 to March 2025. That's the input.
Most tweets are noise. Replies, retweets, links without commentary. Filter to what performed: engagement above the account median, original content, substantive.
13,962 survived.