agentleFS
IamK77IamK77/Skill/skills/engineering/plumb/SKILL.md

plumb

Skill2 starsChanged 31 days agoApache-2.0View on GitHub

Generate alternative representations, APIs, and algorithms by changing the way a problem is described. Use for design exploration at code scale, not a compulsory code-quality checklist.

The file

We split this skill into the rules it gives an agent

1 rule. About 0 are common, 1 is distinctive, and 0 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈1

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Read selectively when a thread needs another perspective or a concrete technique.

    line 50

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md
<!-- Copyright 2026 IamK77 — Licensed under the Apache License, Version 2.0. See ./LICENSE and ./NOTICE · https://www.apache.org/licenses/LICENSE-2.0 -->

plumb

Generate alternative representations, APIs, and algorithms by changing the way a problem is described. Use for design exploration at code scale, not a compulsory code-quality checklist.

Starting point

A representation can make a hard operation disappear. Before improving an algorithm, play with what the program considers a thing, a relation, or an event.

Bring a question, fragment, reference, or tension. Follow whichever association becomes useful; these invitations are not a sequence to complete. Speculation should remain distinguishable from an observed fact.

Thought experiments

Transpose noun and verb

Describe the same feature as objects with methods, then as a stream of events, then as a transformation of values. Which awkward case becomes ordinary in each description?

Invent a tiny world

Replace production with three objects and one surprising event. Let a concrete counterexample generate a new representation rather than a list of abstract rules.

Borrow a mathematical shape

Try a graph, interval, algebra, or state machine as a metaphor. Ask what operation becomes compositional. Keep the analogy only as far as it illuminates the actual problem.

A possible turn

A calendar conflict checker looks like nested comparisons between bookings. Redrawing bookings as occupied intervals suggests a sweep; redrawing them as constraints suggests a solver; redrawing them as requests suggests negotiation. The useful output may be this fork itself.

Leave the space open

Offer a few genuinely different possibilities, a sketch, an analogy, or a sharper question when useful. Do not turn every prompt into a scored diagnostic, a completion gate, or a demand for an action plan. The human may choose a direction, combine them, or leave the question open.

Once an interface or representation is selected, assay can retain the tiny counterexample as a regression test.

Optional references

Read selectively when a thread needs another perspective or a concrete technique. The notes supply possibilities, examples, and limits; none is a prerequisite or a requirement to close the exploration.

  • Share a relation rather than merely lines
  • Representations that change the problem
  • Clarity through a concrete boundary
  • Choose a small representation experiment
  • Expose transformations, decisions, and effects
  • Use words to distinguish concepts
  • Follow an assumption across representations
  • Let a small observable example inform the design

Download now (ZIP)

Does it work?

Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.

No reviews yet

People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.

  • It worked
  • Partly
  • It didn't
What did you use it for? e.g. Reviewing pull requests in a Rails app

Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.

Your trail

Files you open will collect here, so you can find them again.

Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.

Now do this for your own.

Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.