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Profile Module. Consolidates Socratic session transcripts into user_profile.json and synchronizes Project README metadata.
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Based on SOC occupation classification
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)