__
                       /\ \
   __   _ __    __     \_\ \     __
 /'_ `\/\`'__\/'__`\   /'_` \  /'__`\
/\ \L\ \ \ \//\ \L\.\_/\ \L\ \/\  __/
\ \____ \ \_\\ \__/.\_\ \___,_\ \____\
 \/___L\ \/_/ \/__/\/_/\/__,_ /\/____/
   /\____/
   \_/__/

Train your agent by labeling its work.

Label your AI's outputs. Compile the labels into how it works.

Your agent writes markdown with prose, code, and mermaid. You label what's off — on the exact line, span, or block — or answer multiple-choice pages. Your agent reads the labels through MCP and the next one is closer.

   ship  →  label  →  learn  →  improve

• ›
  code style

  label inline samples of AI-generated code.
  compile into CLAUDE.md / cursor rules.
• ›
  writing voice

  label what doesn't sound like you in the AI's draft.
  compile into a voice guide.
• ›
  second opinion

  label what's missing in the AI's research or analysis.
  compile into research guidelines.

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