▸case-01 I'm studying for my macroeconomics midterm tomorrow, and I feel pretty unsure about how central banks use interest rates to control inflation. Here is my attempt to explain it: 'When inflation goes up, the central bank raises interest rates, which makes borrowing money expensive. Because loans cost more, people and businesses spend less money, which lowers demand and cools down prices.' Can you run a Feynman-style breakdown on this? Please review my explanation, point out any places where I got vague or relied on buzzwords, list the exact concepts I don't fully grasp yet, suggest how I can fill those knowledge gaps, and evaluate if this explanation passes the test of being simple enough for a middle schooler. | fail→fail | 21,647 | 18,509 | -14% | 1 | 1 | 0% | 2,791 | 3,142 | +13% | 0 | 0 | — |
▸case-02 I need to prepare for a tech interview and want to make sure I actually comprehend how recursion works in coding. My current confidence is medium. Here's my try: 'Recursion is when a function calls itself repeatedly to break a big problem into smaller pieces until it hits a base case where it stops.' I need you to evaluate this. Please break down my input, highlight where my logic gets hand-wavy or circular, call out what specific gaps I still have, guide me on what to relearn to close those gaps, and tell me if this explanation would make sense to a curious child. | fail→fail | 22,102 | 11,447 | -48% | 1 | 1 | 0% | 2,911 | 2,808 | -4% | 0 | 0 | — |
▸case-03 I'm giving a presentation to non-technical stakeholders and want to explain API endpoints simply. I'm fairly confident, but I want to catch any fake understanding. Here is what I came up with: 'An API endpoint is like a waiter in a restaurant. You order data off a menu, the endpoint takes your request to the kitchen server, and brings back the response payload.' Can you dissect my explanation using the Feynman method? Show me where I masked complexity with jargon or fuzzy terms, explicitly name what I don't really understand, detail how I should fix each gap before trying again, and confirm whether it meets the plain-language standard. | fail→fail | 20,421 | 16,437 | -20% | 1 | 1 | 0% | 2,583 | 2,752 | +7% | 0 | 0 | — |
▸case-04 I am a high school physics teacher preparing a unit test. Please write a 10-question multiple-choice quiz covering quantum entanglement, spin state measurement, and non-locality, including an answer key with explanations for each question. | pass→pass | 30,554 | 48,943 | +60% | 1 | 1 | 0% | 3,689 | 8,921 | +142% | 0 | 0 | — |
▸case-05 I need a clear educational textbook chapter explaining how chloroplasts perform photosynthesis in plant cells for a 9th-grade biology class curriculum. Please draft a full 3-page instructional text covering light-dependent reactions and the Calvin cycle. | pass→fail | 42,092 | 19,610 | -53% | 1 | 1 | 0% | 6,380 | 3,430 | -46% | 0 | 0 | — |
▸case-06 Design a comprehensive 4-week course syllabus and weekly lesson plan for teaching introductory Python programming to adult non-programmers, including homework assignments and learning objectives. | pass→fail | 27,917 | 34,969 | +25% | 1 | 1 | 0% | 3,983 | 6,135 | +54% | 0 | 0 | — |
▸case-07 I want to master how Docker containerization works using the Feynman method because I have a devops migration next week. My confidence is low. Can you analyze my understanding? | pass→pass | 13,457 | 9,512 | -29% | 1 | 1 | 0% | 1,287 | 1,542 | +20% | 0 | 0 | — |
▸case-08 Here is my explanation of how Bitcoin transactions work for my finance class: 'Bitcoin uses a decentralized ledger called a blockchain where cryptographic hashes link blocks together using proof-of-work consensus to reach Byzantine fault tolerance.' What are my gaps? Parse my input using the standard Feynman review format. | fail→pass | 15,196 | 16,483 | +8% | 1 | 1 | 0% | 2,295 | 2,706 | +18% | 0 | 0 | — |
▸case-09 I tried explaining how special relativity time dilation works: 'When you travel super fast near light speed, time slows down for you compared to someone standing still.' Please evaluate my explanation, and then write out a perfect, simple 3-paragraph explanation that I can memorize and recite. | fail→fail | 14,607 | 19,970 | +37% | 1 | 1 | 0% | 1,618 | 3,342 | +107% | 0 | 0 | — |
▸case-10 I'm preparing for a machine learning quiz. Here's how I explain artificial neural networks: 'An artificial neural network is like a human brain. Inputs go into neurons, weights multiply them, and an activation function fires an output to learn patterns from data.' Please break down my explanation, highlight where I hand-waved, list my specific knowledge gaps, guide me on closing them, and test my simplicity. | fail→fail | 16,436 | 19,670 | +20% | 1 | 1 | 0% | 2,067 | 3,179 | +54% | 0 | 0 | — |
▸case-11 Evaluate my understanding of database indexes for a backend system architecture discussion: 'An index in SQL is a B-tree structure that stores pointers to table rows so the database doesn't have to scan every row during a query.' Run a Feynman evaluation, name my gaps, tell me how to fix them, and evaluate if this passes the 12-year-old explanation bar. | pass→pass | 15,236 | 17,492 | +15% | 1 | 1 | 0% | 2,570 | 3,022 | +18% | 0 | 0 | — |
▸case-12 I want to test my grasp of electrical voltage vs current for a physics lab. My explanation: 'Voltage is the push that drives electrons through a circuit, and current is how many electrons flow past a point every second.' Dissect this explanation, show where it gets fuzzy, detail what I don't understand yet, tell me how to close each gap, and check if a child would understand it. | fail→fail | 20,815 | 18,359 | -12% | 1 | 1 | 0% | 2,731 | 3,080 | +13% | 0 | 0 | — |
▸case-13 Here is my attempt to explain quantum superposition: 'A particle stays in multiple states at the same time until someone measures it, then it collapses into one state.' Analyze my explanation for fake understanding using the Feynman structure. | fail→fail | 21,826 | 15,147 | -31% | 1 | 1 | 0% | 2,614 | 2,536 | -3% | 0 | 0 | — |
▸case-14 I am trying to learn microeconomics. My explanation of equilibrium price: 'When supply equals demand, the market reaches an equilibrium price because seller supply matches consumer desire.' Give me a full Feynman assessment with named gaps, study guidance, and simplicity check. | fail→pass | 18,380 | 18,054 | -2% | 1 | 1 | 0% | 2,099 | 2,684 | +28% | 0 | 0 | — |
▸case-15 Here is how I explain public key cryptography: 'Alice encrypts a message with Bob's public key, and only Bob's private key can decrypt it because of mathematical asymmetric key pairs.' Evaluate my explanation using the Feynman technique framework. | fail→pass | 18,339 | 16,209 | -12% | 1 | 1 | 0% | 2,039 | 2,599 | +27% | 0 | 0 | — |
▸case-16 I want to test if I can explain photosynthesis simply to middle schoolers: 'Photosynthesis is when chloroplasts absorb photons from sunlight to power the synthesis of glucose from carbon dioxide and water, releasing oxygen as a byproduct.' Review my attempt using the Feynman gap analysis. | fail→fail | 17,692 | 15,246 | -14% | 1 | 1 | 0% | 2,093 | 2,496 | +19% | 0 | 0 | — |
▸case-17 I'm explaining Git branching to a junior developer: 'Git branching creates a separate copy of your codebase so you can try new features without messing up main code, then you merge it back.' Run a Feynman check, point out hand-wavy parts, list specific gaps, provide gap-closing actions, and test against a 12-year-old standard. | fail→fail | 29,662 | 18,018 | -39% | 1 | 1 | 0% | 2,394 | 2,910 | +22% | 0 | 0 | — |
▸case-18 Check my understanding of osmosis for my cell biology test: 'Osmosis is the diffusion of water molecules across a semipermeable membrane down a concentration gradient until osmotic pressure balances.' Break down my explanation using the Feynman system. | fail→fail | 23,479 | 12,152 | -48% | 1 | 1 | 0% | 2,471 | 2,221 | -10% | 0 | 0 | — |
▸case-19 I want to know if my explanation of gravity passes: 'Gravity is an invisible pull between any two objects that have mass. The heavier an object is, the harder it pulls things toward it, which is why the Earth keeps our feet on the ground.' Please dissect this with the Feynman method. | fail→fail | 20,145 | 20,463 | +2% | 1 | 1 | 0% | 2,159 | 3,321 | +54% | 0 | 0 | — |
▸case-20 I am 100% sure I understand the TCP three-way handshake. Here is my explanation: 'SYN initiates a connection, SYN-ACK acknowledges the packet request, and ACK completes the socket establishment.' Tell me if I have fake understanding using the Feynman breakdown format. | fail→pass | 19,254 | 16,817 | -13% | 1 | 1 | 0% | 2,231 | 2,722 | +22% | 0 | 0 | — |
▸case-21 I'm explaining compound interest: 'Compound interest means you earn interest on your original money plus on the interest you already earned over time.' Dissect my draft using the Feynman framework, detail the gaps, and provide closing steps. | fail→pass | 20,225 | 16,848 | -17% | 1 | 1 | 0% | 2,230 | 2,756 | +24% | 0 | 0 | — |
▸case-22 I want to explain fiber optic internet for a client meeting. Confidence: medium. My draft: 'Fiber optics send internet data through light pulses moving through glass tubes.' Review my attempt using Feynman gap analysis, name specific gaps, give fill-the-gap guidance, and apply the 12-year-old test bar. | fail→pass | 18,318 | 15,590 | -15% | 1 | 1 | 0% | 2,106 | 2,489 | +18% | 0 | 0 | — |
▸case-23 I am trying to understand purchasing power. Explanation: 'Purchasing power decreases during inflation because the Consumer Price Index rises, causing fiat currency devaluation.' Perform a Feynman breakdown on my draft. | fail→pass | 16,620 | 16,855 | +1% | 1 | 1 | 0% | 1,805 | 2,802 | +55% | 0 | 0 | — |
▸case-24 Here is my attempt to explain overfitting in machine learning: 'Overfitting is when a model memorizes the training data too well instead of learning general rules, so it fails on test data.' Analyze this with the Feynman method. | fail→pass | 17,496 | 14,449 | -17% | 1 | 1 | 0% | 2,041 | 2,332 | +14% | 0 | 0 | — |