القائمة
Profile Module. Consolidates Socratic session transcripts into user_profile.json and synchronizes Project README metadata.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
CARS (Collaborative Academic Research System) - Modular multi-agent academic research system. Uses Socratic dialogue, literature search, and the chessboard reading method to identify research gaps. Supports multi-topic management, cognitive diagnosis, literature scouting, and gap analysis. Trigger keywords: research project, research topic, academic research, literature review, research gap, research direction.
Literature deep-reading and deconstruction module. Invokes Gemini multimodal capabilities to deep-read PDF papers, outputs structured Markdown reports, then parses them into JSON for downstream Matrix Engine consumption. User-triggered.
Literature Scout Module. Orchestrates 5 agents to complete the entire literature retrieval process: keyword search / seed recommendation → relevance filtering → batch download. Triggered proactively by the user. Trigger keywords: search papers, find literature, 搜索文献, 找论文, seed recommendation, expand from seeds, 种子推荐, 扩展论文.
Matrix Engine module. Reads structured paper JSONs from hypotheses/translated/, extracts problem and method axes, builds a 2D chessboard matrix, identifies research gaps, and outputs matrix.json + matrix.csv. User-triggered.
Socratic research guidance module. Four agents collaborate to extract raw cognitive material through multi-round dialogue. Supports cold start (zero-shot) and iterative guidance (with user profile). Outputs dialogue records for Profile Module, Literature Scout, and Matrix Engine. Trigger keywords: guide my research, help me think through, 引导我的研究, 帮我厘清, 帮我想想, 我不确定要研究什么, 研究方向, 研究主题, 我想探索, 我有个模糊的想法。
| name | profile-module |
| description | Profile Module. Consolidates Socratic session transcripts into user_profile.json and synchronizes Project README metadata. |
| metadata | {"version":"1.0.0","last_updated":"2026-05-26","status":"active","task_type":"open-ended"} |
The Profile Module turns Socratic session output into a stable, structured user profile for downstream modules, and keeps the project README aligned with the latest cognitive snapshot.
diagnostics/session_*.md) in the active project.user_profile.json (single source of truth).[INSIGHT], [OPEN_THREAD], [READING_REF] and optional signals.README.md snapshot fields without breaking structure.[SEARCH_SEED] markers (supervised sessions only) and supplement empty seed papers from matrix.json adjacent cells.Use this module when:
session_*.md exists.user_profile.json needs to be initialized or incrementally updated.[SEARCH_SEED] markers need to be processed.workspaces/ProjectX/diagnostics/session_*.mdworkspaces/ProjectX/user_profile.json (optional)workspaces/ProjectX/README.mdworkspaces/ProjectX/matrix.json (optional, used to supplement empty seed_paper_ids)workspaces/ProjectX/user_profile.jsonworkspaces/ProjectX/README.md (only approved fields)raw_items.canonical_items.matrix.json or search literature.[SEARCH_SEED] from supervised sessions and write to canonical_items.search_seeds[].seed_paper_ids is empty, read matrix.json to supplement from adjacent cells.search_seeds status as active upon creation; downstream Literature Scout sets it to consumed.profile_agent (primary executor)