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SKILL.md

backprop

Agent skill fromLilMGenius/paperthin

Feed what a finished cycle taught back through the sources that produced it: measure the lesson, question the requirements it touches, land it in one owner, refresh that owner to a clean v0, cut its padding and realign its listings, each pass only when it applies. Use after a correction, a request the user had to repeat, a failed or disappointing cycle, or a cleanup pass over a repository's docs, rules or skills, when the lesson has to change the sources rather than sit in a memo.

How to install backprop

install backprop
# install the paperthin pack with the skills CLI
npx skills add LilMGenius/paperthin

# or add only this skill to Claude Code: copy the folder

skills/coil/backprop/

# into

~/.claude/skills/backprop/ (all projects)

.claude/skills/backprop/ (one project)

skills/coil/backprop/SKILL.md

MITFull file
1Carry a lesson from the output back into the sources that produced it, then leave those sources clean.
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3## Goal
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5A correction says the output was wrong; the fix belongs in what produced it. Backpropagation in a network measures the error at the output and sends it back through every layer that contributed, each adjusting by its share. `backprop` does the same for a body of work: `re0-memo` measures the error and names its class, `elon` questions the requirements that let it through, `ssotize` puts the lesson in the one source that owns it, and `re0`, `debloat` and `re0-order` leave that source reading as its clean current version. The scope you name bounds every pass, each pass runs only when its condition holds, and the order stays fixed.
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7## Workflow
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91. **Pin the scope.** Name the output the lesson came from (the correction, the failed cycle, the review finding) and the sources it implicates: the docs, rules, skills or code that produced it. If neither is named, propose the user's last correction and the files it concerns, and wait for a yes before editing; with no correction to propose, ask for the output and stop. Every later step stays inside this scope.
102. **Measure.** Call the Skill tool with "re0-memo" on the output. Its lessons, each a class with its evidence and the owner it names, are what the remaining steps carry back. When it finds no lesson, report that and stop.
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Excerpt shown under the repository's MIT license.

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