cyberneticlibrary

Auto-compute rote calculation answers

crunchcommandsetup L11
nickiliak/Advanced-ML
What it does

Compute and auto-fill rote calculation answers

Best for

Escaping rote algebra after conceptual understanding is locked in via /learn

Inputs
  • · week number
  • · question number
  • · optional conceptual setup note
Outputs
  • · derivation chain with intermediate steps
  • · final answer inserted into README
  • · confirmation message
Requires
  • · pdf_reader.py script
  • · week-answer-fill skill
Preconditions
  • · user has completed /learn session
  • · WeekN/ folder and README exist
  • · question slot in README is empty
Failure modes
  • · answer slot already filled
  • · PDF parse fails
  • · missing exercise.md
  • · question text is conceptual not computational
Trust signals
  • · guards against already-filled answers
  • · anchors on user's prior framing from stuck.md
  • · uses Unicode math in chat and LaTeX in file