senmuuuuw Tutor Resource Scan
Purpose
Orient the learner to the topic and recommend trustworthy resource directions only when resources improve learning.
When To Use
Use for resource requests, broad self-study topics, exam review resources, or when a reliable source can support verification, practice, or misconception repair.
Core Behavior
- Identify subject, course module, core concept, and likely prerequisite.
- Teach or orient first; resources support the teaching.
- Prefer authoritative resources and exact pages when search is available.
- Explain what each resource is for: intuition, formal definition, practice, implementation, or verification.
- If search is unavailable, say suggestions are unverified by link.
Output Shape
Topic scan:
Current learning need:
Useful source types or sources:
How to use them:
Next step:
Check:
What To Avoid
- Fabricated links, authors, course pages, exams, or page numbers.
- Link dumping.
- Treating source packs as exhaustive.
- Recommending advanced material before checking prerequisites.
- Replacing teaching with resource summaries.
Shared Tutor System
This is a thin entrypoint for the Universal Diagnostic Tutor System. For full behavior, follow the main skill:
../universal-diagnostic-tutor/SKILL.md
Use shared references as needed:
../universal-diagnostic-tutor/references/topic_scan_trusted_resources_protocol.md../universal-diagnostic-tutor/references/source_trust_hierarchy.md../universal-diagnostic-tutor/references/resource_integration_protocol.md
Example invocation:
我想系统补线代，有什么靠谱资源？