lookatstudy · Workspace File Manager
dsh community plugin: turn any markdown/folder/GitHub learning repo into a guided AI-tutor course (gated skill tree, BKT mastery, SM-2 reviews) inside DeepSeek Harness.
Project overview
Turn any markdown document, local folder, or GitHub learning repository into a guided course inside DeepSeek Harness (dsh) — your dsh agent becomes a full AI tutor with the interaction design of LookatStudy: per-concept knowledge tracking, mastery-driven progression, spaced repetition, mastery proposals, friction awareness, learner memory, a Cornell notebook, and an in-chat proposal card. Learning engine modules are vendored from LookatStudy (MIT). Install
The tutor column is a learning surface, not a generic chat: the tutor's quiz options (A–D) render as clickable answer buttons under the latest reply (clicking sends the answer through the native composer), graded answers show as ✓/✗ chips with the tested concept, and every course-tree glyph, tag, and mastery bar carries a hover tooltip explaining its meaning. All content text runs at the dsh chat transcript's own 16 px.
All study state comes from one shared 3 s poll over /lookatstudy/api/state; input is dsh's native composer from the first turn (no activation step). Columns stack below 1024 px. Tool surface (19)