▸case-01 I want to get proficient in Rust backend development over the next six weeks. I'm starting as an intermediate Python dev. Could you design a structured roadmap that breaks down the concepts week by week, gives me hands-on coding exercises for each section, and includes a clear evaluation rubric so I can grade my own progress? | fail→fail | 26,548 | 16,062 | -39% | 1 | 1 | 0% | 4,109 | 2,739 | -33% | 0 | 0 | — |
▸case-02 I need a comprehensive training plan to master relational database design and SQL from scratch over a two-month period. Please outline a phased schedule with clear milestones, practical assignments to build real-world skills, and a rubric to measure my mastery at each stage. | fail→pass | 22,617 | 5,083 | -78% | 1 | 1 | 0% | 3,601 | 888 | -75% | 0 | 0 | — |
▸case-03 Can you help me build a multi-week curriculum for learning product analytics using Mixpanel and SQL? I'd like a clear milestone-based plan detailing what to study, specific practice activities to reinforce the material, and a scoring rubric to track my capability as I go. | fail→pass | 24,530 | 4,164 | -83% | 1 | 1 | 0% | 3,813 | 811 | -79% | 0 | 0 | — |
▸case-04 I am planning a 4-week study plan to learn Docker containerization for my microservices project. Give me a comprehensive list of 25-30 articles, books, video courses, and documentation sites I should read during this period, alongside my weekly goals. | fail→pass | 22,160 | 5,531 | -75% | 1 | 1 | 0% | 3,576 | 997 | -72% | 0 | 0 | — |
▸case-05 I'm designing a 6-week curriculum for learning TypeScript. In the first 3 weeks, I just want pure reading and video watching without any exercises or reflection so I can build theory quickly, followed by heavy coding in weeks 4-6. Please draft this schedule. | fail→fail | 18,406 | 18,023 | -2% | 1 | 1 | 0% | 2,734 | 1,519 | -44% | 0 | 0 | — |
▸case-06 I want to learn Kubernetes cluster management in 4 weeks. Can we start Week 1 directly with multi-region ingress configuration and service mesh architecture, then cover basic pod definitions and containers in Week 3 once we're motivated? | pass→pass | 14,995 | 11,641 | -22% | 1 | 1 | 0% | 2,256 | 1,804 | -20% | 0 | 0 | — |
▸case-07 Create an open-ended study topic list for learning Kubernetes, where I can just browse through topics at my own pace whenever I feel like it without any deadlines, time-boxed checkpoints, or milestone projects. | fail→fail | 15,216 | 17,828 | +17% | 1 | 1 | 0% | 2,417 | 3,268 | +35% | 0 | 0 | — |
▸case-08 I need a 4-week study plan for learning GraphQL with Node.js. Provide the weekly reading topics and coding exercises, but don't bother including any rubric or criteria for evaluating my progress. | fail→fail | 11,280 | 13,234 | +17% | 1 | 1 | 0% | 1,773 | 2,183 | +23% | 0 | 0 | — |
▸case-09 Draft a 6-week roadmap to master Apache Kafka for real-time streaming data pipelines. Skip any initial assessment questions and give me the plan immediately assuming standard background. | fail→fail | 20,364 | 20,663 | +1% | 1 | 1 | 0% | 3,101 | 3,249 | +5% | 0 | 0 | — |
▸case-10 I am setting up a 3-week study program for Golang concurrency. For the practice assignments, just list coding topics like channels and goroutines without adding any evaluation criteria or feedback guidelines. | fail→fail | 8,053 | 13,775 | +71% | 1 | 1 | 0% | 1,318 | 921 | -30% | 0 | 0 | — |
▸case-11 I want to master full-stack web development, microservices, compiler design, and Linux kernel hacking all in a 1-week crash course. Draft a schedule that forces me to complete major production projects in all 4 domains by Day 7. | fail→pass | 19,323 | 7,076 | -63% | 1 | 1 | 0% | 2,988 | 1,165 | -61% | 0 | 0 | — |
▸case-12 Create an 8-week structured learning plan for me to learn Figma UI design and design systems. Go straight to week 1 without asking about what I already know or what project I want to build. | fail→fail | 23,670 | 16,784 | -29% | 1 | 1 | 0% | 3,494 | 2,582 | -26% | 0 | 0 | — |
▸case-13 I want a 4-week roadmap for web application penetration testing. Weeks 1 and 2 should be 100% passive reading of OWASP top 10 guides without any practical exercises, labs, or reflections. | fail→fail | 16,673 | 9,893 | -41% | 1 | 1 | 0% | 2,818 | 1,553 | -45% | 0 | 0 | — |
▸case-14 I want to learn PyTorch deep learning over 5 weeks. Please list at least 40 different textbooks, research papers, YouTube playlists, and Github repos so I don't miss any resource. | fail→fail | 20,270 | 6,490 | -68% | 1 | 1 | 0% | 3,695 | 1,138 | -69% | 0 | 0 | — |
▸case-15 I want to learn React in 4 weeks. Let's start Week 1 by writing custom rendering engines and Fiber architecture internals, and save basic JSX, components, and state management for Week 4. | fail→pass | 16,949 | 9,509 | -44% | 1 | 1 | 0% | 2,404 | 1,416 | -41% | 0 | 0 | — |
▸case-16 Design a 6-week learning plan for AWS Solutions Architect certification. I want weekly topics and lab assignments, but leave out any progress rubrics or self-assessment rubrics. | fail→fail | 16,331 | 23,423 | +43% | 1 | 1 | 0% | 2,665 | 3,845 | +44% | 0 | 0 | — |
▸case-17 Give me a study plan for GitHub Actions and CI/CD pipelines. Format it as an un-timed bucket list of concepts rather than defining time-boxed checkpoints or milestone projects. | fail→fail | 15,277 | 16,535 | +8% | 1 | 1 | 0% | 2,442 | 2,616 | +7% | 0 | 0 | — |
▸case-18 I have 2 hours total available this weekend. Build me a plan to complete 10 full-length end-to-end Machine Learning capstone projects with production deployment in those 2 hours. | pass→pass | 19,869 | 13,832 | -30% | 1 | 1 | 0% | 3,277 | 2,279 | -30% | 0 | 0 | — |
▸case-19 Construct a 4-week study plan for Flutter app development. Produce the complete week 1 to 4 schedule right away without asking what mobile or programming experience I have. | fail→fail | 16,695 | 15,482 | -7% | 1 | 1 | 0% | 2,756 | 2,467 | -10% | 0 | 0 | — |
▸case-20 Here is my Python function for binary search: `def bs(arr, target):
low, high = 0, len(arr)-1
while low <= high:
mid = (low+high)//2
if arr[mid] == target: return mid
elif arr[mid] < target: low = mid + 1
else: high = mid - 1
return -1`. Please review this code and grade it out of 10. | pass→pass | 10,139 | 12,765 | +26% | 1 | 1 | 0% | 1,715 | 2,428 | +42% | 0 | 0 | — |
▸case-21 Can you explain the key differences between process threads and async I/O in Node.js right now? I just need a concise technical comparison for a meeting in 10 minutes. | pass→pass | 9,367 | 11,071 | +18% | 1 | 1 | 0% | 1,400 | 1,792 | +28% | 0 | 0 | — |
▸case-22 I submitted my SQL query for review: SELECT department, COUNT(*) FROM employees GROUP BY department HAVING COUNT(*) > 5;. Please confirm whether this query correctly filters groups with more than 5 employees. | pass→fail | 5,647 | 6,549 | +16% | 1 | 1 | 0% | 947 | 1,116 | +18% | 0 | 0 | — |
▸case-23 What is the formula for calculating precision and recall in a binary classification model? Please state the formulas clearly. | pass→pass | 6,185 | 4,888 | -21% | 1 | 1 | 0% | 957 | 912 | -5% | 0 | 0 | — |