principle-encode-lessons-in-structure
Skill4 starsChanged 14 days agoMITView on GitHub
Use when you catch yourself repeating an instruction or the user corrects the same thing again. Convert the lesson into a check that breaks on violation (a lint rule, type, runtime assertion, or script) in place of more prose.
48 other projects use a version of this.
Adopted by
Most recently taken up by
- trpc/trpctheir own version, first seen Nov 8, 2026
- paramcodes/skillstheir own version, first seen Nov 8, 2026
- tristanphvn/keeltheir own version, first seen Nov 8, 2026
- hidenobunagai/astacktheir own version, first seen Nov 8, 2026
- creedants/pstack-t3their own version, first seen Nov 3, 2026
- painhardcore/pstacktheir own version, first seen Nov 2, 2026
Used with
Projects with it also use setup-pstack, poteto-help and 3 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.
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
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 10 projects that use this
JoshueOsunaSkillPoteto Mode
poteto's agent style for concise, detailed responses, deliberate subagents, unslopped prose, simple code, and verified work. Use for poteto, /poteto-mode, or requests to work in this style.
Also in 3 projects that use this
instructureSkillketchup
Rebuild context after /clear by analyzing uncommitted changes across Canvas LMS and all plugin repositories
Also in 17 projects that use this
Other versions48 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 48
- storybookjs/storybook★ 91ksame name
- trpc/trpc★ 41ksame name
- backnotprop/pstack★ 3.8ksame name
- jtaroreh/agystack★ 128same name
- uzairansaruzi/p3-stack★ 126same name
- dsebban/skills★ 71same name
- TheOnlyFusionCube/potetos-for-everyone★ 21same name
- creedants/pstack-t3★ 18same name
- painhardcore/pstack★ 18same name
- Scino/fstack★ 18same name
38 more not listed
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 repository61 other files it gives its agents.
- architectSkill
- arenaSkill
- automate-meSkill
- benchmark-checklistSkill
- blast-radiusSkill
- broSkill
- catch-upSkill
- catch-up-videoSkill
- correctSkill
- create-formal-verification-skillSkill
- create-verification-skillSkill
- figure-it-outSkill
- howSkill
- interrogateSkill
- in-your-own-wordsSkill
- maintain-formal-verification-skillSkill
- maintain-verification-skillSkill
- make-bot-uiSkill
- no-commentsSkill
- principle-attack-the-premiseSkill
- principle-boundary-disciplineSkill
- principle-build-the-leverSkill
- principle-exhaust-the-design-spaceSkill
- principle-experience-firstSkill
- principle-explain-the-numberSkill
- principle-fix-root-causesSkill
- principle-foundational-thinkingSkill
- principle-guard-the-context-windowSkill
- principle-laziness-protocolSkill
- principle-make-operations-idempotentSkill
- principle-migrate-callers-then-delete-legacy-apisSkill
- principle-minimize-reader-loadSkill
- principle-model-the-domainSkill
- principle-never-block-on-the-humanSkill
- principle-outcome-oriented-executionSkill
- principle-prove-it-worksSkill
- principle-redesign-from-first-principlesSkill
- principle-separate-before-serializing-shared-stateSkill
- principle-sequence-verifiable-unitsSkill
- principle-subtract-before-you-addSkill
- principle-test-behavior-not-implementationSkill
- principle-treat-input-as-untrustedSkill
- principle-type-system-disciplineSkill
- recallSkill
- reflectSkill
- security-reviewSkill
- setup-endostackSkill
- sharpenSkill
- show-me-your-workSkill
- statechartSkill
- swarmSkill
- tarique-helpSkill
- tarique-modeSkill
- tddSkill
- teachSkill
- technical-writingSkill
- threat-modelSkill
- try-endostackSkill
- typescript-best-practicesSkill
- unslopSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 1 is distinctive, and 0 are very specific to this project.
0
Common
Most of the 48 edited versions we read keep these.
1
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
- Distinctive: line 18
When the lesson depends on judgment that no check can capture, leave it as text.
“Common” is measured: kept by at least 6 in 10 of the 48 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
Encode lessons in structure
A lesson that keeps coming back should be enforced by a mechanism that fails loudly when broken: a lint rule, a type, a metadata flag, a runtime check, or a script. Writing one more paragraph into an instruction file is what you do only when nothing else works.
When it applies
You notice you are writing an instruction for the second time, or the user keeps issuing the same correction. A one-off correction that has not recurred does not qualify.
What to do
- Ask whether the lesson can be checked mechanically. If it can, encode it. "Never log the
Authorizationheader" becomes a logger serializer that redacts the header plus a test that fails if the raw value appears in output. "Don't callsubprocesswithshell=True" becomes a lint rule in CI. - When the lesson depends on judgment that no check can capture, leave it as text. Move it somewhere more visible and pair it with a concrete example of the failure, so readers see what goes wrong.
- Once a structural fix exists, delete the duplicate instruction. The repetition was a symptom of the missing structure, and keeping both means two sources of truth that will drift.
Pick the strongest layer that can hold the rule. From strongest to weakest: an architecture in which the mistake cannot happen; type definitions, lint rules, and CI jobs; tests; and documentation last. The correct skill applies this ranking across a whole repository.
The failure it prevents
Instruction files grow until agents and people skim them, and a correction helps one run and is forgotten by the next. A check that fails the build is read every time.
Done when
The lesson is enforced by something that fails when violated, or, for a judgment call, it is prominent and illustrated with a real failure.
This differs from principle-build-the-lever, which builds tools for the current task's throughput. This principle builds guardrails that outlive the task.
Related: principle-type-system-discipline, principle-build-the-lever.
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
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.

