القائمة
Verify the user-facing outcome, and verify that your metric can even see the defect class you care about.
يُحدَّد Prompt الذي يراجع المصدر أولًا بشكل افتراضي. يمكنك التبديل إلى أمر مباشر أو تنزيل نسخة محلية.
اقرأ SKILL.md وأي ملفات مرافقة يعرضها SkillsMP قبل أن تقرر التثبيت.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
يتجاوز الأمر المباشر Prompt المخصّص للمراجعة. افحص المصدر قبل تشغيله.
npx skills add https://github.com/Kalabint/ChatGPT-Primer --skill verify-outcomeيبقى الأمر في سطر واحد. مرّر أفقيًا لمراجعته كاملًا قبل النسخ.
تفضّل نسخة محلية؟ نزّل الملفات المتاحة حاليًا لدى SkillsMP.
Prefer the smallest change that solves the problem cleanly; one mechanism over many, DRY and KISS over cleverness.
Trigger when user asks to "prepare next steps", "prep next steps", or signals readiness for autonomous build ("before we build", "pre-flight"). Produces a five-part briefing - 4 ranked design decisions, 4 ranked concerns, 6 ranked questions, an open information request, and unconsidered solution dimensions - from a domain-fitting expert role. When subagents are available, dispatches fresh-context auditors to surface candidates the main thread is anchored against. Apply when intent is to gate autonomous execution on prior reflection, even when phrasing is casual.
If decoding an ambiguous instruction takes more than a few sentences of reasoning, stop and ask instead of guessing.
عرض SKILL.md
| name | verify-outcome |
| description | Verify the user-facing outcome, and verify that your metric can even see the defect class you care about. |
A passing test or a point-wise statistic can be blind to the failure that matters. Point stats miss structure; presence gates miss absences.
Why: "the check passed" is worthless if the check cannot perceive the bug. You confirm the wrong thing and call it done.
How to apply: confirm the actual end-to-end result a user would experience. Separately, ask what defect class your metric is structurally unable to detect, then add a check that can see it.
