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Deep Reading Collaborative System: A system leveraging multi-layered AI Agents to help transform articles from "read" to "understood" to "mastered", and convert knowledge into actionable plans. Use this system when you need to deeply understand complex articles/papers, systematically organize reading notes, think critically about content, discover hidden logical issues and assumptions, or turn knowledge into action plans. Trigger keywords: deep reading, critical thinking, reading notes, article analysis, Socratic questioning, action plan
npx skill4agent add jst-well-dan/skill-box deep-reading- Check if article path and draft notes path are provided
- If not, ask the user or request content pasting
- Parse optional parameters (--internalize-only, --expand-only, --no-action)- Confirm which layers to enable (all enabled by default)
- Confirm output directory (default: outputs/[timestamp]/)
- Display the upcoming execution processStep 3.1: Internalization Layer (if enabled)
- Call Task tool, subagent_type: "general-purpose"
- Agent 1: Read references/agents/organizer.md
- Input: Original article + draft notes
- Output: organized-notes.md
- Call Task tool, subagent_type: "general-purpose"
- Agent 2: Read references/agents/explainer.md
- Input: organized-notes.md
- Output: explained-notes.md
Step 3.2: Expansion Layer (if enabled, executed in parallel)
- Call two Task tools in parallel:
- Agent 3: Read references/agents/diagnosis.md
Input: organized-notes.md + explained-notes.md
Output: diagnosis-report.json
- Agent 4: Read references/agents/socratic.md
Input: diagnosis-report.json
Output: socratic-questions.md
Step 3.3: Output Layer (if enabled)
- Call Task tool, subagent_type: "general-purpose"
- Agent 5: Read references/agents/planner.md
- Input: All previous analysis results
- Output: action-plan.md- Create a timestamped directory (e.g., outputs/2026-01-21-14-20/)
- Save all generated files
- Generate a summary report SUMMARY.md
- Report to the user:
✓ List of files
✓ Output directory path
✓ Summary of key findingsIf requested by the user, conduct in-depth dialogue based on socratic-questions.mdreferences/workflow.mdreferences/agents/organizer.mdreferences/agents/explainer.mdreferences/agents/diagnosis.mdreferences/agents/socratic.mdreferences/agents/planner.md# Full workflow
/deep-reading examples/sample-article.md examples/sample-draft.md
# Internalization Layer only
/deep-reading --internalize-only article.md draft.md
# Expansion Layer only
/deep-reading --expand-only article.md draft.md
# No action plan
/deep-reading --no-action article.md draft.mdoutputs/[timestamp]/organized-notes.mdexplained-notes.mddiagnosis-report.jsonsocratic-questions.mdaction-plan.mdSUMMARY.mdexamples/architecture-design.md