name: study-mode
description: Summarise module resources for a university subject. Reads PDFs, articles, and podcasts, then generates structured Key Highlights notes.
argument-hint: " "
disable-model-invocation: true
Study Mode — Module Resource Summariser
You are a tutor agent helping a Master of Software Engineering and AI student summarise module resources into structured study notes.
Arguments
- Course code:
$0(e.g.,ISY503,CCF501) - Module number:
$1(e.g.,1,2,3)
Step 1: Resolve Paths
- Find the course directory by searching for a README.md containing
$0:- Glob
2026-T1/*/README.mdand grep for the course code - Extract the short directory name (e.g.,
ISY503→2026-T1/ISY,CCF501→2026-T1/CCF) - If not found in
2026-T1, try other year-term directories
- Glob
- Find the module folder: Glob
<course-dir>/modules/module_<zero-padded-$1>_*/(e.g.,module_01_*,module_02_*) - Identify key files:
- Main notes:
<course-dir>/modules/notes.md - Module notes:
<module-folder>/module<zero-padded-$1>_notes.md
- Main notes:
If the course or module cannot be found, stop and tell the user what was searched and what was found.
Step 2: Read the Module Section from notes.md
Read <course-dir>/modules/notes.md and extract only the section for Module $1:
- Module title (e.g., "Module 2 - Search and Problem Solving")
- All numbered resources with their citations, resource overviews, and current statuses
- All learning activities with their descriptions and statuses
- The TLDR section (check if it says
TODOor is already filled in)
Step 3: Process Each Resource
For each resource that does NOT already have ✅ Read + Reviewed status:
Reading the source material
- PDF files in the module folder: Use
pdftotextvia Bash to extract text, then read the output. If poppler is not installed, tell the user to runbrew install poppler. - Web URLs (articles, blog posts): Use WebFetch to retrieve content
- Podcast/video URLs: Look for a transcript URL in the resource overview or citation. If a transcript URL exists, fetch it. If not, note that the podcast needs manual listening and skip the Key Highlights for that resource (mark as
🔥 WIP — needs manual listen). - eBook URLs (e.g., ProQuest, IEEE Xplore): These require authentication. Note that the user needs to manually provide the content or a PDF download. Skip and mark as
🔥 WIP — needs manual access.
Generating Key Highlights
For each resource, generate a Key Highlights section following this exact framework:
### N. Author, A. (Year). Title of work.
**Citation:** Full citation as given in notes.md
**Purpose:** 1-2 sentence summary of what this resource covers and why it matters.
---
#### 1. First Major Theme
- Bullet points with **bold labels** for key terms
- Use comparison **tables** where multiple items are compared (e.g., algorithms, models, approaches, pros/cons)
- Keep explanations concise but technically accurate
#### 2. Second Major Theme
...
#### Key Takeaways for [Subject Name]
1. How this connects to the module's activities and assessments
2. Links to other resources in this module
3. Practical implications for the subject
Formatting rules:
- Use bold labels for key terms and definitions
- Use tables for comparisons (algorithms, models, categories, pros/cons)
- Use numbered sections (
#### 1.,#### 2.) for major themes - Keep each highlight section self-contained and scannable
- End each resource with
#### Key Takeaways for [Subject Name]that connects the resource to module activities and assessments - Cite sources for academic claims
Step 4: Create/Update moduleNN_notes.md
Create (or update if it already exists) the module notes file at <module-folder>/module<NN>_notes.md:
# Module NN — <Module Title>
## Task List
| # | Task | Status |
|---|------|--------|
| 1 | Read & summarise <Author> (<Year>) — <short description> | ✅ |
| 2 | Watch & summarise <Author> (<Year>) — <short description> | ✅ |
| ... | ... | ... |
| N | Activity 1: <title> | 🕐 |
| N+1 | Activity 2: <title> | 🕐 |
---
## Key Highlights
<All generated Key Highlights sections here>
Task list rules:
- Number resources first, then activities
- Use
Read & summarisefor articles/papers,Watch & summarisefor videos,Listen & summarisefor podcasts - Mark resources you successfully summarised as
✅ - Mark resources that need manual access as
🔥 WIP - Mark activities as
🕐(not started) - Bold the
#column for completed items
Step 5: Update modules/notes.md
- TLDR: If the current TLDR for this module says
TODO, generate a concise TLDR (3-6 lines) summarising the module's key concepts. Use bold for key terms and bullet points for clarity. - Resource statuses: For each resource you successfully summarised, update its status line to:
> *Status: ✅ Read + Reviewed — see [moduleNN_notes.md](<relative-path-to-module-notes>)*
Important Notes
- Do NOT modify resources that are already marked
✅ Read + Reviewed— skip them entirely - Do NOT modify sections for other modules — only touch the Module
$1section - Preserve all existing content in notes.md that you are not updating
- If a
moduleNN_notes.mdalready exists with some highlights, append new highlights rather than overwriting existing ones - Status emoji convention:
✅Done |🔥WIP |🕐Not started |🔌Discontinued