principle-minimize-reader-load
Skill18 starsChanged 53 days agoMITView on GitHub
Apply when reviewing or shaping code that's hard to trace. Count layers between question and answer, and hidden state in the reader's head; collapse one-caller wrappers and shrink mutable scope.
46 other projects use a version of this, 44 of them edited.
Adopted by
Most recently taken up by
- paramcodes/skillsedited, first seen Nov 8, 2026
- tristanphvn/keeledited, first seen Nov 8, 2026
- hidenobunagai/astackedited, first seen Nov 8, 2026
- requie/endostacktheir own version, first seen Nov 8, 2026
- creedants/pstack-t3edited, first seen Nov 3, 2026
- painhardcore/pstackedited, first seen Nov 2, 2026
Used with
Projects with it also use principle-explain-the-number, setup-pstack and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
ianclearySkillprinciple-explain-the-number
Apply before you trust, report, or act on a number you measured: a speedup, a regression, a throughput, a latency, or an eval result. Find what limits it, and rule out that it measured something other than the work you think.
Also in 30 projects that use this
bnemaSkillsetup-pstack
Configure which Pi models pstack uses per role. Detects available provider/model specs and writes pstack's user configuration. Use for /setup-pstack, "configure pstack models", or changing pstack model choices.
Also in 25 projects that use this
ianclearySkillpoteto-help
Guides users through pstack setup, /poteto-mode, and picking the skill, playbook, or principle for a task. Type /poteto-help with a question.
Also in 14 projects that use this
eryzerzSkillmake-bot-ui
Use when building a custom UI (page, dashboard, buttons) that should wake a Grok Bot over a webhook, when the user must provide a webhook sender key, or when exposing that UI on Tailscale.
Also in 19 projects that use this
tristanphvnSkillketchup-video
Catch the user up like /keel:ketchup, with a short silent video of slides for what happened and the waiting calls as text under it. Use for /keel:ketchup-video.
Also in 11 projects that use this
drafaelSkillin-your-own-words
Restate the user's goals and the problem they are trying to solve to check understanding. Manual invocation only; use when the user explicitly invokes in-your-own-words or requests this understanding check. Do not solve the task or rewrite the assistant's last answer.
Also in 20 projects that use this
Other versions46 projects use a version of this.
Word for word · 0
None found.
Edited · 44
- backnotprop/pstack★ 3.8k82% same
- jtaroreh/agystack★ 12899% same
- uzairansaruzi/p3-stack★ 12693% same
- dsebban/skills★ 7180% same
- creedants/pstack-t3★ 1882% same
- painhardcore/pstack★ 1882% same
- mariusflorescu/pstack-t3★ 1382% same
- adjohn/pstack★ 982% same
- kkgogogo17/pi-pstack★ 999% same
- 0xrsydn/pstack-pi★ 699% same
34 more not listed
Wrote their own version · 2
- TheOnlyFusionCube/potetos-for-everyone★ 21same name
- requie/endostack★ 4same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository75 other files it gives its agents.
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The file
We split this skill into the rules it gives an agent
3 rules. 3 are common, 0 are distinctive, and 0 are very specific to this project.
3
Common
Most of the 46 edited versions we read keep these.
0
Distinctive
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
- Common: line 20
Shrink state scope: prefer pure functions (returns over mutations), locals over fields, fields over module state, and module state over …
- Common: line 21
Name the invariant at the boundary,: not in every consumer, so the reader learns it once.
- Common: line 22
Before adding a layer or a piece of state, ask: does this reduce reader load somewhere else by at least as much?
“Common” is measured: kept by at least 6 in 10 of the 46 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Minimize Reader Load
Maintainability is the work a reader must do to understand code. Track two axes:
- Layers to trace. How many indirections sit between the question and the answer.
- State to hold. How much hidden or mutable context the reader must keep in their head.
Why: Code is read far more than it is written. LOC, cyclomatic complexity, and "clean architecture" are proxies. Reader load is the thing that matters. The two axes are independent. A flat file with 50 globals can be as hard to reason about as a 6-layer adapter stack. Guard both. This is the human analog of Guard the Context Window: working memory is finite for readers too.
The pattern:
- Collapse layers that do not earn their keep: wrappers with one caller, adapters with no second implementation, indirection introduced for a future that never came. Inline them.
- Make adjacent layers change the abstraction. A layer that repeats the same methods and arguments adds reader load without compression. Collapse pass-through layers.
- Demand interface compression. A broad interface that hides little complexity makes readers learn both the surface and the implementation. Prefer boundaries that hide meaningful decisions.
- Shrink state scope: prefer pure functions (returns over mutations), locals over fields, fields over module state, and module state over globals. Derive instead of sync.
- Name the invariant at the boundary, not in every consumer, so the reader learns it once.
- Before adding a layer or a piece of state, ask: does this reduce reader load somewhere else by at least as much?
The test: Can a new reader answer "where does X come from?" and "what can change X?" in under 30 seconds? If not, cut layers or cut state.
Does it work?
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