learning suite

a comprehensive learning optimization website / tool suite with ambitious scope: easy notes for reflection, re-explanation prompts, context-aware LLMs, adaptive quizzes to place your level, "no courses" (learn anything), pulling free courses from MIT OpenCourseWare and others, a learning repository, pacing suggestions, current understanding export, goal-to-plan pipelines with customizable tracks, and spaced repetition.

the personal learning wishlist is broad: physics, linguistics, psych, optics, quantum, FFT, econometrics/modeling, MATLAB, law (lawhub.org, Khan Academy LSAT prep), radio signals (ham radio licensing), competitive programming, and more.

a key extension is automatic flashcard generation: a note-taking system (from lectures or cornell notes) that automatically converts to retrieval items. the LMS variant (2026-04-01) emphasizes graph connections and dependencies between all knowledge, importable from classes.

inspiration cited: hamstudy.org. could have modes for AP, SAT, college apps. "probs very saturated though — how to differentiate?" — can minimize "AI" and focus on robustness. connects to the exceptional tutor platform as the human side of learning optimization, and to the project designer for curriculum-like project generation.

spreadsheet evaluation: originality 7/10, excitement 8/10, MVP 4-8 weeks. competitive landscape: individual features exist across platforms (Anki for spaced repetition, Notion for logs, MIT OCW for content), but no single product combines reflection logs + adaptive 3-question quizzes + OCW path + understanding exports. very ambitious scope acknowledged — MVP should pick one killer feature (e.g. adaptive quizzes on OCW content only), risk of building a mediocre everything. tech depth 5/10, labeled [WRONG FIT] ("broad scope, not a hard technical problem — more product design than engineering").

timeline

[2025-12-22] learning topics wishlist captured
[2025-12-23] full learning suite feature spec, marked as bigprojectidea
[2025-12-23] flashcard generation extension
[2026-04-01] LMS variant — knowledge graph with class imports
[2026-04-10] google sheets evaluation — 7/10 originality, 8/10 excitement, [WRONG FIT] for tech depth