How i-am-manware/manware-s-ai-learning-toolkit works
Manware’s AI Learning Toolkit is a prompt-based customization for GitHub Copilot Chat, not an application. The main workflow is a learner invoking a slash-command prompt, thinking through its questions, implementing and testing independently, then explaining or reviewing; /learn helps choose a workflow. Reusable skills shape responses, while /retrieve can read optional learning logs. The README documents these relationships and capabilities; source excerpts were unavailable, so the graph omits undocumented internal wiring.
Main entry points: retrieve.prompt.md Retrieval practice · learning-files.instructions.md Log instructions · learn.prompt.md Choose workflow · concepts.md Concept log
Components 24
Learning workflows
- Choose workflow
.github/prompts/learn.prompt.md - Incremental hints
.github/prompts/hint.prompt.md - Diagnose bugs
.github/prompts/debug.prompt.md - Bug post-mortem
.github/prompts/autopsy.prompt.md - Read code
.github/prompts/read.prompt.md - Code review
.github/prompts/code-review.prompt.md - Design tests
.github/prompts/test.prompt.md - Explore designs
.github/prompts/explore.prompt.md - Architecture interview
.github/prompts/arch.prompt.md - Teach-back
.github/prompts/explain.prompt.md - Retrieval practice
.github/prompts/retrieve.prompt.md - Learn an API
.github/prompts/api.prompt.md
Reusable behaviors
- Debugging skill
.github/skills/debugging/SKILL.md - Examination skill
.github/skills/examination/SKILL.md - Review skill
.github/skills/code-review/SKILL.md - Retrieval skill
.github/skills/retrieval/SKILL.md
Copilot guidance
- Learning philosophy
.github/copilot-instructions.md - Log instructions
.github/instructions/learning-files.instructions.md
Learning records
- Concept log
learning/concepts.md - Mistake log
learning/mistakes.md - Question log
learning/questions.md - Review log
learning/review.md
Other components
- Learner
- Copilot Chat
Connections 27
- Learner → Copilot Chat: uses chat
- Learner → Choose workflow: invokes command
- Learner → Incremental hints: invokes command
- Learner → Diagnose bugs: invokes command
- Learner → Bug post-mortem: invokes command
- Learner → Read code: invokes command
- Learner → Code review: invokes command
- Learner → Design tests: invokes command
- Learner → Explore designs: invokes command
- Learner → Architecture interview: invokes command
- Learner → Teach-back: invokes command
- Learner → Retrieval practice: invokes command
- Learner → Learn an API: invokes command
- Choose workflow → Copilot Chat: guides workflow choice
- Learning philosophy → Copilot Chat: guides responses
- Debugging skill → Copilot Chat: shapes behavior
- Examination skill → Copilot Chat: shapes behavior
- Review skill → Copilot Chat: shapes behavior
- Retrieval skill → Copilot Chat: shapes behavior
- Retrieval practice → Concept log: reads optionally
- Retrieval practice → Mistake log: reads optionally
- Retrieval practice → Question log: reads optionally
- Retrieval practice → Review log: reads optionally
- Log instructions → Concept log: guides logging
- Log instructions → Mistake log: guides logging
- Log instructions → Question log: guides logging
- Log instructions → Review log: guides logging