▸case-05 Here are my raw notes on binary search trees, AVL trees, graph traversal, and Dijkstra's algorithm from CS 201: [paste of notes]. I am worst at understanding when to use BFS vs DFS. Convert these into a structured retrieval study guide opening with BFS vs DFS, flagging missing topics like Bellman-Ford, explaining plain concepts before formal time complexities, providing practice questions at three reasoning levels, and concluding with a condensed key-facts list. | fail→pass | 61,426 | 43,066 | -30% | 1 | 1 | 0% | 8,283 | 6,239 | -25% | 0 | 0 | — |
▸case-01 I'm taking an undergraduate Intro Microeconomics course and need help preparing for my midterm exam, which consists of multiple-choice and short-answer questions. Here are my unorganized lecture dumps and reading notes: [paste of raw notes covering supply/demand, price elasticity, consumer surplus, and price ceilings]. Elasticity is definitely my weakest area. Please transform these materials into a structured study guide that starts with my weak spots, calls out any missing topics from my materials, groups concepts by how they build on each other with plain explanations and formal definitions, explicitly contrasts easy-to-confuse terms, includes practice self-tests with answers across basic to advanced reasoning, and finishes with a concise high-yield cram sheet. | fail→fail | 53,924 | 42,071 | -22% | 1 | 1 | 0% | 8,334 | 7,359 | -12% | 0 | 0 | — |
▸case-02 Here are my raw slide transcripts and study notes from my college Cell Biology class: [paste of messy notes on mitosis, meiosis, cell cycle regulation, and apoptosis]. I'm preparing for a problem-solving and short-essay final exam. My biggest struggle is distinguishing mitosis from meiosis. Could you convert these notes into a complete retrieval guide? Make sure to highlight my trouble areas first, identify any gap topics where the notes fall short of exam needs, structure concepts logically with clear definitions and comparisons, provide self-quiz questions of varying difficulty levels with answers, and append a telegraphic one-page review sheet at the bottom. | fail→fail | 52,735 | 60,018 | +14% | 1 | 1 | 0% | 8,315 | 8,805 | +6% | 0 | 0 | — |
▸case-03 I have an upcoming final exam in Intro to Statistics (undergrad level, mix of calculation and conceptual short essays). Here are my messy notes: [paste of notes on hypothesis testing, z-scores, t-tests, ANOVA, and p-values]. I feel shakiest on deciding when to use ANOVA versus a t-test. Please synthesize this material into a guide that opens with my declared weak spots, flags any major gaps in my materials, breaks topics into connected clusters with intuitive and formal definitions, pairs up easily confused concepts, offers practice questions at multiple depths along with answer keys, and includes a condensed cram sheet at the end. | fail→pass | 50,727 | 45,929 | -9% | 1 | 1 | 0% | 8,319 | 7,561 | -9% | 0 | 0 | — |
▸case-04 I have notes on SN1, SN2, E1, and E2 reactions for my Organic Chemistry I undergraduate exam. SN1 vs SN2 substitution mechanisms confuse me the most. Here are my raw lecture transcripts: [paste of notes]. Synthesize these into a concept-driven study guide that leads with my weak area, identifies syllabus gaps, presents intuitive ideas before formal mechanism steps, pairs up confused mechanisms, includes multi-tier self-testing, and ends with a brief cram sheet. | fail→pass | 76,966 | 36,529 | -53% | 1 | 1 | 0% | 8,288 | 7,260 | -12% | 0 | 0 | — |
▸case-06 Below are my messy notes for my AP US History exam covering Reconstruction and the Gilded Age: [paste of notes]. Radical Reconstruction policies and political machine dynamics are my shakiest points. Synthesize these materials into a conceptual study guide grouped by thematic dependency rather than chronological order, highlighting weak points first, flagging notes gaps, defining terms plainly before formal history terms, contrasting easily mixed concepts, offering self-tests with answers, and finishing with a 15-20 item review sheet. | fail→pass | 48,679 | 49,098 | +1% | 1 | 1 | 0% | 8,288 | 7,889 | -5% | 0 | 0 | — |
▸case-07 I am studying for my Cognitive Psychology midterm on memory systems (working memory, long-term memory, episodic vs semantic memory). I struggle most with proactive vs retroactive interference. Here are my raw reading excerpts: [paste of notes]. Turn this into a structured study guide that opens with interference, flags unmentioned empirical studies as gaps, gives plain-english explanations before formal terms, contrasts confusable terms side-by-side, includes self-test questions at three depths with answers, and ends with a short cram list. | fail→fail | 58,507 | 42,046 | -28% | 1 | 1 | 0% | 8,293 | 7,349 | -11% | 0 | 0 | — |
▸case-08 Here are my unstructured reading notes on monetary and fiscal policy tools for intermediate macroeconomics: [paste of notes]. Open market operations and interest rate transmission mechanisms feel shakiest to me. Synthesize these notes into a retrieval-focused study guide opening with monetary policy transmission, identifying gaps in the notes, framing concepts intuitively before formal equations, contrasting fiscal vs monetary intervention side by side, providing multi-depth practice questions with answers, and providing a final cram sheet. | fail→pass | 51,227 | 51,842 | +1% | 1 | 1 | 0% | 8,281 | 7,388 | -11% | 0 | 0 | — |
▸case-09 I need help preparing for my Linear Algebra university exam. Notes covering matrix transformations, determinants, eigenvalues, eigenvectors, and diagonalization are attached here: [paste of messy notes]. Diagnosing when a matrix is diagonalizable is my weakest point. Create a study guide structured by mathematical prerequisite dependency, starting with matrix diagonalizability, highlighting missing topic gaps, presenting geometric intuition before formal matrix definitions, comparing confused terms, providing self-tests at three difficulty levels, and ending with a brief cram sheet. | fail→fail | 54,132 | 50,939 | -6% | 1 | 1 | 0% | 8,285 | 7,714 | -7% | 0 | 0 | — |
▸case-10 Here are my lecture dump notes on Mendelian genetics, incomplete dominance, codominance, and sex-linked traits for Intro Genetics: [paste of notes]. Incomplete dominance vs codominance is very confusing to me. Transform this into a retrieval study guide leading with incomplete dominance vs codominance, noting gaps in pedigree chart examples, explaining concepts in plain words before genetics terminology, contrasting confusable gene interaction types, featuring self-tests across three depths, and appending a telegraphic cram sheet. | fail→pass | 46,677 | 40,107 | -14% | 1 | 1 | 0% | 8,289 | 5,784 | -30% | 0 | 0 | — |
▸case-11 I am studying for Physics I (calculus-based) on momentum, impulse, elastic collisions, and inelastic collisions. Here are my raw notes: [paste of notes]. Elastic vs inelastic collisions cause me the most confusion. Synthesize these into a study guide organized by conceptual dependencies, leading with collision types, flagging missing derivations as gaps, explaining intuitive physical behavior before formal conservation equations, contrasting elastic vs inelastic collisions side by side, providing self-test questions at three depths with answers, and ending with a short cram sheet. | fail→fail | 50,118 | 50,733 | +1% | 1 | 1 | 0% | 8,294 | 7,727 | -7% | 0 | 0 | — |
▸case-12 Here are my messy notes on Michaelis-Menten kinetics, Km, Vmax, competitive inhibition, and non-competitive inhibition for Biochemistry: [paste of notes]. Competitive vs non-competitive inhibition is my weakest area. Synthesize this into a retrieval guide that opens with inhibition types, flags missing Lineweaver-Burk plot details as gaps, explains enzyme behavior intuitively before formal rate equations, compares inhibition types side by side, provides self-tests across three depths with answers, and ends with a 15-20 item cram sheet. | pass→pass | 45,297 | 32,779 | -28% | 1 | 1 | 0% | 7,817 | 5,843 | -25% | 0 | 0 | — |
▸case-13 Attached are my raw lecture notes for OS covering processes, threads, concurrency, deadlocks, and semaphores: [paste of notes]. Deadlock conditions and prevention are my shakiest topics. Transform these into a structured study guide that starts with deadlock concepts, identifies missing syllabus coverage, presents practical system behavior before formal computer science definitions, contrasts processes vs threads and deadlock vs starvation, includes multi-tier practice questions with answers, and ends with a high-yield cram sheet. | fail→pass | 52,999 | 52,750 | -0% | 1 | 1 | 0% | 8,285 | 7,490 | -10% | 0 | 0 | — |
▸case-14 Here are my notes for modern World History on the Cold War, proxy wars, NATO, and the Warsaw Pact: [paste of notes]. Truman Doctrine vs Marshall Plan is my declared weak spot. Synthesize these into a concept-dependent study guide opening with foreign policy doctrines, calling out missing primary source documents as gaps, giving plain explanations before historical terms, contrasting NATO vs Warsaw Pact side by side, providing self-tests at three depths, and appending a cram sheet. | pass→pass | 46,760 | 35,823 | -23% | 1 | 1 | 0% | 7,360 | 5,912 | -20% | 0 | 0 | — |
▸case-15 I am preparing for an intro Sociology exam on research methods, sampling, validity, and reliability. My notes are messy: [paste of notes]. Internal validity vs external validity is my weakest spot. Convert these notes into a retrieval guide opening with validity types, flagging missing survey design notes, defining intuitive meanings before formal sociological definitions, contrasting validity vs reliability side by side, including self-test questions at three depths with answers, and ending with a cram sheet. | pass→pass | 42,988 | 38,211 | -11% | 1 | 1 | 0% | 6,416 | 6,266 | -2% | 0 | 0 | — |
▸case-16 Here are my class notes for Abnormal Psychology covering major depressive disorder, bipolar disorder, generalized anxiety disorder, and OCD: [paste of notes]. Differentiating Bipolar I from Bipolar II is my weakest area. Build a retrieval study guide leading with Bipolar disorder differences, highlighting unmentioned diagnostic criteria as gaps, giving plain-language descriptions before DSM criteria, contrasting confusable mood disorders side by side, offering self-tests at three depths with answers, and concluding with a telegraphic cram sheet. | fail→pass | 54,132 | 38,052 | -30% | 1 | 1 | 0% | 8,288 | 7,734 | -7% | 0 | 0 | — |
▸case-17 I have raw notes on bioaccumulation, biomagnification, food webs, and trophic cascades for Environmental Science: [paste of notes]. Bioaccumulation vs biomagnification is where I struggle most. Synthesize this into a study guide starting with bioaccumulation/biomagnification, flagging missing nitrogen cycle notes, explaining ecological processes plainly before scientific definitions, contrasting confused terms, including self-tests across three depths with answers, and finishing with a high-yield cram sheet. | fail→pass | 57,972 | 31,327 | -46% | 1 | 1 | 0% | 8,283 | 5,791 | -30% | 0 | 0 | — |
▸case-18 Here are my notes on Integration by Parts, Trig Substitution, and Partial Fractions for Calculus II: [paste of notes]. Deciding when to use Integration by Parts vs Trig Substitution is my weakest area. Synthesize these notes into a prerequisite-structured study guide leading with technique selection, flagging missing definite integral bounds notes, providing intuitive problem-solving steps before formal integration formulas, contrasting techniques side by side, providing multi-tier self-tests with answers, and appending a cram sheet. | fail→pass | 51,112 | 55,755 | +9% | 1 | 1 | 0% | 8,285 | 7,305 | -12% | 0 | 0 | — |
▸case-19 Below are my messy lecture notes on resting membrane potential, action potential phases, sodium-potassium pumps, and synaptic transmission for Neurobiology: [paste of notes]. Absolute vs relative refractory periods confuse me most. Transform these notes into a retrieval guide leading with refractory periods, identifying missing neurotransmitter receptor types as gaps, explaining ionic movement plainly before formal Nernst equations, contrasting refractory periods side by side, providing three depths of self-test questions with answers, and finishing with a cram sheet. | fail→pass | 51,018 | 34,977 | -31% | 1 | 1 | 0% | 8,288 | 6,269 | -24% | 0 | 0 | — |
▸case-20 I wrote an essay for my political science class comparing presidential and parliamentary democracy systems. Can you grade my essay out of 100 points, highlight grammatical errors, evaluate my thesis statement strength, and suggest structural edits to improve my writing tone? | fail→fail | 11,400 | 7,162 | -37% | 1 | 1 | 0% | 824 | 1,796 | +118% | 0 | 0 | — |
▸case-21 I have five final exams coming up next week in Biology, Chemistry, Calculus, History, and Literature. Can you build me a balanced 7-day study timetable and daily schedule allocating 4 hours of study per day based on active recall time blocks? | pass→pass | 27,821 | 21,927 | -21% | 1 | 1 | 0% | 3,650 | 4,469 | +22% | 0 | 0 | — |
▸case-22 I already have a list of 20 biology terms and definitions: [paste terms]. Please format this exact list into a raw two-column CSV file formatted for direct import into Anki flashcard software (Front, Back). Do not add extra explanations or change the text. | fail→fail | 12,284 | 9,853 | -20% | 1 | 1 | 0% | 1,123 | 1,524 | +36% | 0 | 0 | — |