masters-swe-ai

Compress completed university module notes into a small mental model after the student has made a first pass through the detailed material. Use when the user asks for module compression, says the notes are dense or overwhelming, wants the core concepts to click, or has returned after reading notes and taking a break.

Summarise module resources for a university subject. Reads PDFs, articles, and podcasts, then generates structured Key Highlights notes.

Test understanding of a university subject module through one-question-at-a-time active recall, strict 0-5 grading, targeted gap teaching, and practical anchors. Use when the user asks to be quizzed, tested, graded, or drilled on a module after study notes exist.

Generate a 3-pen, hand-write-it-yourself one-pager study sheet for a university subject module. Distils the module's study notes into a single A4 revision sheet. Use when asked to make a one-pager / revision sheet for a subject module (e.g. "one-pager BDA 5").

Transcribe a local audio/video file (lecture recording, meeting, podcast) into a text transcript plus SRT subtitles, fully offline using whisper.cpp on Apple Silicon. Use when asked to transcribe an mp4/mov/m4a/wav/mp3, generate a transcript or captions from a media file, or get the text of a recorded lecture.

Create GitHub subject-tracking issues for this masters repository by using the lfariabr/gh-issue-creator repository. Use when asked to create module issues, assessment issues, subject epics, labels, or milestones based on a subject README or recent closed issue patterns.

Scaffold or refresh a subject README from local university subject notes, outline PDFs, planner PDFs, assessment briefs, and existing README placeholders. Use when asked to update a term subject README with notes contents, populate SLOs, delivery schedules, module names, assessment details, source-note links, or a new subject overview.

Run an automated pre-submission check on an academic assessment report. Verifies structural compliance with the brief, checks citation consistency, and spot-checks references via web search.