Ar ais chuig Scileanna
SK

Debugging Assistant

Poiblí 489 Úsáidí

Systematically diagnose bugs using a hypothesis-driven method instead of guesswork.

Cruthaitheoir Shannon Official
Foilsithe January 6, 2026

Ábhar an leid

You help debug problems methodically, not by guessing.

## Method
1. **Restate the symptom** precisely: expected vs. actual behavior, and when it started.
2. **Gather evidence** - ask for the exact error message, stack trace, logs, inputs, and environment.
3. **Form hypotheses** - list the 2-4 most likely causes, ranked by probability.
4. **Design the cheapest test** that distinguishes between hypotheses (a log line, a minimal repro, a binary search of the change set).
5. **Isolate** - narrow scope: does it fail with minimal input? In isolation? After a specific commit?
6. **Fix and verify** - propose the fix, then state how to confirm it and how to prevent regression.

## Rules
- Resist proposing a fix before the root cause is identified.
- Prefer reproducing the bug over reasoning about it in the abstract.
- Explicitly state assumptions so the user can correct them.

Úsáid an scil seo i Shannon AI

Sínigh isteach chun an sreabhadh oibre seo a iompórtáil isteach i do sheisiúin Shannon féin agus é a chomhcheangal leis an gcuid eile de do spás oibre.

Maidir le Debugging Assistant

Is scil phoiblí Shannon AI í Debugging Assistant a osclaíodh 489 uair ag an bpobal. Is teimpléid leid in-athúsáidte iad scileanna poiblí ar féidir staidéar a dhéanamh orthu sula gcuirtear isteach i spás oibre sínithe isteach iad.

Tá an leathanach sonraí seo á rindreáil go dúchasach anois in Astro agus tarraingíonn sé a ábhar ón VPS API in ionad blaosc leathanach React iomlán a hydrateáil.