@mordor-forge
The design choice that stands out here is making the learner do the implementation work while Claude supervises. Most AI tutoring tools generate the answer and ask the user to read it — this skill inverts that by assigning exercises the user writes themselves, then reviewing their git diff. The FSRS-6 scheduler on top means concepts resurface before they fade, without streak guilt.
The energy gating and capped review warm-ups are a thoughtful call. Asking "full battery, half, or fumes?" before deciding whether to teach new material or just review — that is session design shaped around how attention actually works, not how productivity culture says it should.
Right now there is no web demo, though. The README lists Go 1.22+, a binary build step, and a chain of optional plugins (context7, SciAgent-Skills, NotebookLM). Readers who would benefit most — someone studying for an exam, a student working through a textbook chapter — are unlikely to set up a Go toolchain just to find out if the study loop works for them.
I set up an online entry point so readers can try the study flow directly:
Anyone can open the demo and start a study session — upload a PDF chapter or type a topic, and the skill walks them through notes, exercises, and spaced review. No Go build step, no plugin configuration.
shesonglin@tinkerland.ai
Feel free to close this if it's not relevant.
@mordor-forge
The design choice that stands out here is making the learner do the implementation work while Claude supervises. Most AI tutoring tools generate the answer and ask the user to read it — this skill inverts that by assigning exercises the user writes themselves, then reviewing their
git diff. The FSRS-6 scheduler on top means concepts resurface before they fade, without streak guilt.The energy gating and capped review warm-ups are a thoughtful call. Asking "full battery, half, or fumes?" before deciding whether to teach new material or just review — that is session design shaped around how attention actually works, not how productivity culture says it should.
Right now there is no web demo, though. The README lists Go 1.22+, a binary build step, and a chain of optional plugins (context7, SciAgent-Skills, NotebookLM). Readers who would benefit most — someone studying for an exam, a student working through a textbook chapter — are unlikely to set up a Go toolchain just to find out if the study loop works for them.
I set up an online entry point so readers can try the study flow directly:
Anyone can open the demo and start a study session — upload a PDF chapter or type a topic, and the skill walks them through notes, exercises, and spaced review. No Go build step, no plugin configuration.
shesonglin@tinkerland.ai
Feel free to close this if it's not relevant.