principle-fix-root-causes
Skill4 starsChanged 15 days agoMITView on GitHub
Use for any debugging or bug fix. Repair the earliest point where the system decided wrongly, rather than where the bad state showed up. A guard is a real fix only for a state the system is permitted to reach.
48 other projects use a version of this.
Adopted by
Most recently taken up by
- 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
- silacode/agent-skillstheir own version, first seen Nov 1, 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.
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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.
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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
- 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
- mariusflorescu/pstack-t3★ 13same name
- adjohn/pstack★ 9same 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.
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The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 5 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 48 edited versions we read keep these.
5
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 13
All debugging and bug-fix work.
- Distinctive: line 18
Keep asking why until you reach a decision in code that was itself wrong, as opposed to one that followed correctly from an earlier mistake.
- Distinctive: line 19
When you are stuck, instrument.
- Distinctive: line 21
When a failure shows up just after restarts, look at persisted state before anything else: serialized sessions, caches, lock files, and …
- Distinctive: line 24
If finding the deciding fact took deep digging, propose a cheap always-on signal (a log line, a metric, an assertion) that would have shown …
“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
Fix root causes
Locate the earliest wrong decision the system made and repair it there, rather than at the spot where the damage became visible. Adding a guard counts as a fix only if the state it catches is a legitimate one for the system to be in.
When it applies
All debugging and bug-fix work. If several fixes resting on one assumption have already failed, combine this with principle-attack-the-premise.
What to do
- Reproduce the failure before changing anything.
- Keep asking why until you reach a decision in code that was itself wrong, as opposed to one that followed correctly from an earlier mistake.
- When you are stuck, instrument. Read the real error and the real state. Do not guess.
- Classify the triggering state. If it is legitimate, the code that failed on it is at fault, and handling it in that code is the right fix. If the state should never occur, testing for it where it showed up only conceals the bug, so follow it back to whatever created it. Be suspicious of guards, retries, swallowed exceptions, clamped values, and discarded state.
- When a failure shows up just after restarts, look at persisted state before anything else: serialized sessions, caches, lock files, and configuration on disk.
- Fix the pattern: search for all other sites that share the fault and repair each one.
- A workaround that needs a long comment to justify itself signals broken code, so change the code instead.
- If finding the deciding fact took deep digging, propose a cheap always-on signal (a log line, a metric, an assertion) that would have shown it immediately.
A security example. An agent's file tool crashes on a path containing ../. Adding if ".." in path: return at the crash site looks like a fix, but a path that escapes the workspace should never have reached the tool. The root cause is the boundary that accepted it without resolving and checking it against the workspace root. Fix it there, then search for every other tool that takes a path from model output, because each one has the same traversal hole.
The failure it prevents
Symptom patches hide evidence and let the fault resurface elsewhere. Unnamed workarounds pile up. A single-instance fix leaves sibling defects in place, and for security bugs those siblings are the next finding.
Done when
You traced the failure to a decision the code got wrong, repaired it at that spot, and repaired its siblings as well.
The comment-auditor agent flags justification comments as evidence of this failure. The how and why skills help trace a symptom back to its origin.
Related: principle-attack-the-premise, principle-prove-it-works, principle-boundary-discipline.
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