Learner (Grade A)مهارات الذكاء الاصطناعي للبيانات والأمان بضمان Grade A.

هل يجب على me تقييم كل تعلم من قَبل أو يمكن Learner تناول ذلك؟

تصنف Learner كل تعلم محفوظ تلقائياً على أساس محتواها: expertise المستوى المجال (لِمَ يعمل شيء) أو تفاصيل المجهود التدويني (كيفية تنفيذ مهمة). لا تُتَوَقَّطُ تصنيفات ذاتية، على الرغم من مَحاولة المراجعة لضمان الصدق.

Asked by Elif Yildiz · Aug 23, 2025

How does Learner store the extracted knowledge?

Accepted learnings are automatically categorized as either expertise or workflow knowledge and appended chronologically to the project's CLAUDE.md file, providing a searchable, version‑controlled record for future reference.

Asked by Chidi Okonkwo · Jul 31, 2025

What are the quality gates that determine if a learning is saved?

Learner applies three mandatory gates: (1) Not Googleable – the insight can’t be found with a quick web search; (2) Codebase Specific – it must rely on the project’s unique architecture or quirks; and (3) Required Real Effort – the discovery had to involve genuine debugging work. If any gate fails, the learning is not recorded.

Asked by Ingrid Bauer · Jul 10, 2025

When should I invoke the Learner skill during debugging?

Invoke Learner after resolving a non‑trivial bug or surprising behavior, especially if the debugging session involved more than three back‑and‑forth exchanges, the root cause was counter‑intuitive, the fix required understanding a project‑specific convention, or you uncovered an undocumented interaction.

Asked by Celia Ramirez · Jul 5, 2025