prompt stringlengths 102 1.75k | sample_id stringlengths 24 24 | domain stringclasses 10 values | conceptual_breadth stringclasses 3 values | logical_nesting stringclasses 3 values | exploration stringclasses 3 values | rubrics listlengths 20 43 |
|---|---|---|---|---|---|---|
I want to create a plan for July 4, 2025, i.e., Independence Day in Washington DC. I would like an itinerary of all the things to do and all the activities that are planned for Independence Day. Create a plan for the whole day and also extend it to the weekend, if required. Provide some reviews or explain why one should visit the place or engage in the activity. Add any additional information that is required. | 6847465956a0f6376a605427 | Current Events | Simple | Intermediate | Medium | [
{
"criterion": "The response covers the period from 9:00 AM or earlier through at least 10:00 PM on 4 July 2025",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response contains clear section headers for parts of the schedule (e.g., Morning, Afternoon, Fireworks, Lunch by the W... |
Act as a creative technical founder and brainstorm an innovative AI startup idea that meets these criteria:
1. Leverages AI in a meaningful, technically interesting way, not just a thin wrapper around an LLM
2. Uses or integrates APIs (e.g. for data sources, automation, or integration with popular tools)
3. Solves a real, cool problem in people’s lives or work, something practical but original
4. Has potential for viral growth or clear product-market fit
Context: I like startups like Cal.ai (http://cal.ai) (AI calorie counting), Boardy.ai (http://boardy.ai) (AI networking), and AI scheduling assistants, things that automate or enhance daily life or work through smart AI tooling.
Please:
* Suggest 3 ideas, with a clear description of the product and how it works technically (tech stack, APIs, AI models)
* Explain what problem it solves and why people would want it
* Keep the ideas ambitious but buildable, something that could actually become a startup
For each idea state if any company is doing something similar already (who are the competitors). I want the startup to leverage a technical advantage of using cool ai features only enabled now and that will improve as foundational models and services get better. | 6847465956a0f6376a605433 | Business Planning & Research | Moderate | Intermediate | High | [
{
"criterion": "The response provides exactly 3 startup ideas as requested.",
"weight": 2,
"axis": "Instruction Following"
},
{
"criterion": "The response includes ideas that can be built using modern available tools (e.g., AWS, Hugging Face, GPUs, LLMs).",
"weight": 3,
"axis": "Instruct... |
Write a synthesis report on the applications of AI in drug discovery for a technical audience unfamiliar with biology. It should cover the main applications of AI in every stage of the drug discovery process, the latest technological advancements, challenges, and current adoption in the real world. | 6847465956a0f6376a605355 | AI & ML | Moderate | Intermediate | Medium | [
{
"criterion": "The response, for each stage, names at least one specific AI model class or method other than generative models (e.g., VAEs, Foundation Models) (e.g., (1) CNNs (Convolutional Neural Networks), (2) GNNs, (3) Classical ML methods like random forests, (4) knowledge graphs, (5) Hybrid AI-physics Mod... |
Critically analyze how agricultural practices in ancient Egypt shaped the development of their mythology, particularly in relation to deities, rituals, and beliefs about life and the afterlife through an essay. | 6847465956a0f6376a6054d0 | Historical Analysis | Moderate | Intermediate | Medium | [
{
"criterion": "The response discusses how Nile’s annual flood from other river floods, specifically mentioning how Mesopotamian floods were destructive while the Nile flood was predictable, gradual, and beneficial. ",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response stat... |
I am a software engineer at a small startup, trying to scale our product to around 1M users / day from around the world. The service is a social media app similar to twitter, where users can write a message and follow others. Right now we have a simple web interface with a local mySQL database. Please write a technical report on the transition to more scaled software and provide recommendations for anything you consider a necessary change. | 6847465956a0f6376a60542a | Technical Documentation | Moderate | Intermediate | Medium | [
{
"criterion": "The response discusses the limitations of the current infrastructure and the corresponding challenges with respect to the desired scale of up to 1 million users per day (e.g., single MySQL instance bottlenecks, lack of horizontal scaling in the web tier, no caching layer, limited observability/m... |
Using a data-driven approach, compare the environmental sustainability, supply chain ethics, and transparency practices of three major global clothing brands: Patagonia, Uniqlo (Fast Retailing), and H&M.
Your analysis should incorporate and critically evaluate publicly available ESG (Environmental, Social, and Governance) reports, third-party sustainability ratings (e.g., MSCI, Sustainalytics, Fashion Transparency Index), third-party audit summaries, and any documented controversies or labor/environmental violations from the past five years.
Specifically:
- Quantify and compare key sustainability metrics (e.g., Scope 1/2/3 emissions, water use intensity, % of sustainable materials, renewable energy usage).
- Assess supply chain ethics using structured criteria (e.g., % of audited suppliers, living wage commitments, forced labor safeguards, grievance mechanisms).
- Evaluate corporate transparency, including disclosure frequency, data completeness, and response to controversies.
Use data analysis techniques such as table-based comparisons, normalization of metrics (e.g., emissions per revenue or per garment), and trend analysis where multi-year data is available.
Finally, produce a ranked assessment of the three brands' overall ethical performance, justifying your conclusions using a weighted scoring framework or similar comparative method. Provide full citations for all sources and methodologies used. | 6847465956a0f6376a60543e | General Consumer Research | Simple | Intermediate | Low | [
{
"criterion": "The response clearly states the full, official, registered legal entity names for all three companies (e.g. H & M Hennes & Mauritz AB, Patagonia, Inc., Uniqlo Co., Ltd.), along with their parent entities if any (e.g. H & M Hennes & Mauritz AB as parent of the H&M Group, Patagonia Purpose Trust/H... |
Write an analysis of the institution of Roman slavery as it is depicted in Plautus' comedy *Pseudolus.* Using the play as a primary source, the analysis must situate its portrayal of the slave protagonist and his interactions within the wider, historically grounded legal and social framework of the Roman Republic. The argument should explore how Plautus' comedic representations of slave agency, deception, and the master-slave relationship both reflect and subvert the realities of Roman slave society and its underlying ideologies. | 684397d188c1deceb49af31d | Historical Analysis | Moderate | Intermediate | Medium | [
{
"criterion": "The response's thesis clearly addresses the key themes of the play (i.e., the institution of Roman slavery, different representations of slave agency in the play, master-slave relationships in Rome)",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response's thes... |
Examine the philosophical implications of using AI systems to make decisions about AI safety, focusing on the epistemic circularity problem. Analyze specific cases where AI safety evaluations by AI systems have produced contradictory results, and propose a framework for resolving such contradictions that doesn't rely on human judgment. | 6847465956a0f6376a605383 | Hypotheticals & Philosophy | Moderate | Deep | Medium | [
{
"criterion": "The response provides a precise definition of epistemic circularity that includes (a) self-referential validation, (b) the problem of using the same type of system to evaluate itself, and (c) the issue of infinite regress.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterio... |
Help create a detailed outline for a potential YouTube short for a growing Physics explainer channel. The channel is run solely by a high-schooler, who is looking to create original and potentially viral content. The response should be robust and specific, allowing the high schooler to easily create the video from the response while including only information relevant to the video’s creation. | 6847465956a0f6376a60543d | Creative Writing | Simple | Intermediate | Medium | [
{
"criterion": "The response includes a script for the YouTube short (i.e., using a script template with consideration for time, sections, visuals, and audio) in a clear and readable table format.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes a potential tit... |
Pretend that you are a senior research fellow at a national public health institute and create a comprehensive research report about the health benefits of outdoor exposure and Vitamin D today.
In the report explain to the regular public recent research from peer reviewed journals to provide a clear, actionable overview of the topic.
Provide a high level overview of the report's key findings (and recommendations), explain any interconnected relationship, clearly differentiate between the physiological benefits derived specifically from Vitamin D and the independent benefits derived from being outdoors, provide a detailed analysis of the benefits and specific health considerations for different demographics (different ages, different sex), and for each group, cite at least one unique benefit or risk.
Also include quantifiable recommendations. Detail the recommended duration of sun exposure, accounting for different variables. Provide the consensus daily supplemental intake recommendations in IU and clearly differentiate between Vitamin D2 and Vitamin D3.
Finally summarize the primary health risks associated with both underexposure and overexposure of sun/vitamin D. Mention some mitigation strategies to avoid both. | 6847465956a0f6376a6053ce | STEM | Moderate | Deep | Medium | [
{
"criterion": "The response cites at least two specific examples of research where more sunlight or vitamin D led to better health outcomes (e.g., for COVID patients (Association Between Vitamin D and COVID-19–Related Outcomes: An Umbrella Review of Meta-Analyses), for autoimmune system compromised patients (T... |
I am a high schooler in Cupertino. It is AP season and I'm trying to study for my tests. Can you give me 10 recommendations for places that open until at least 10pm that are good for studying (fast wifi, sufficient table space to do practice tests, good study environment, etc)? I would prefer not having to spend money on drinks/food in cafes but have a $10 budget if I must, and absolutely refuse to spend money on parking/fees. I am only open to places that are at most at 20 minute drive from me. | 6847465956a0f6376a605424 | General Consumer Research | High | Intermediate | Low | [
{
"criterion": "The response contains exactly 10 distinct study-location recommendations.",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "Every recommended location name is accompanied by either a full street address or, at minimum, a clearly identified city/neighborhood (e.g.,... |
Conduct a comprehensive historical analysis of how the world has changed since the onset of the COVID-19 pandemic. Compare and contrast life before COVID and after it, covering key domains such as public health, work culture, education, travel, economy, mental health, social interactions, and technology adoption. Provide deep, well-researched insights and include real-world examples to support your points. Structure the analysis in chronological order (from the pre-pandemic era, through the initial outbreak in early 2020, the global response, vaccine rollouts, to the 2025 post-pandemic lifestyle) to enhance clarity and understanding. Aim for thoroughness and detail to ensure all major global shifts and trends are captured. | 6847465956a0f6376a6053b5 | Historical Analysis | Moderate | Intermediate | Medium | [
{
"criterion": "The response contains five section headings in the following order: Pre-Pandemic, Initial Outbreak, Global Response, Vaccine Rollout, Post-Pandemic.",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "The response contains a real-world example naming a specific coun... |
I want to create my own restaurant empire, but I have zero idea where to begin. I know I want to serve indian food in with three different settings - food truck, elevated fine dining, and kitchen only/ fast casual model. All the three chains serve authentic indian food.
The food truck is Indian fast food, street style with some dishes that you can eat on the move with some innovation if required
The elevated fine dining is a north indian fine dining setting with servers dressed as attendants from royal courts during the time of Indian Kings, the ambience should resemble to that of the biggest and most grandest of places in India - I want to show the world what Indian culture, history, and grandeur and servitude is. The dishes would be served in the authentic way it is served in the region the dish originated from. I would also like a place where the restaurant could host performances. I want my guests to be transported to India not only by food but also through the ambiance, the atmosphere.
The kitchen only/ fast casual place would be parallel to the food truck in most ways but resemble more to Indian street style restaurants - people can see the cook prepare their food, and if its a fast casual place guests can come in sit chill and would be more modern
I have no idea how to go about this, do market research, competitor analysis, costing, what architects and designers should I contact, how much money would be required, the menu and basically everything else
I do have a few things in mind is that I wanna start with NYC and expand into major cities in the world and make this a truly global business with possibilities of opening hotels, and every dish should have a vegan option and where possible Jain options too | 684397d188c1deceb49af30b | General Consumer Research | Moderate | Deep | High | [
{
"criterion": "Response explicitly names and addresses the three settings: (1) food truck, (2) elevated fine-dining, (3) kitchen-only/fast-casual.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "Response should include the capital range for each of the 3 settings: 1) For food truc... |
Write a detailed report on Langchain and how it became one of the most used python libraries in 2025 for AI application development using Large language models. Also explain evolution of the library, how it changed over the years, why was it created and also explain some of the more advanced libraries born out of it. Then explain why it has consistently been one of the best even though there are many python libraries that can also be used to create similar workflows and why I should prefer langchain over them in certain types of tasks. Talk about the company, how many contributors, main contributors, main source of income and finally end your report by summarising the direction in which langchain will progress and what their future plans are. | 684397d188c1deceb49af311 | Technical Documentation | Moderate | Intermediate | Low | [
{
"criterion": "The response correctly identifies that the primary motivation for creating LangChain was to simplify the composition of LLMs with external data sources and tools (i.e., \"chaining\").",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response identifies Harrison C... |
I want a comprehensive research paper on the history of probability problems involving circles and stochastically selecting points or lines across the circle's circumference. As an introduction, start off by explaining in depth the solution to the following problem: "7 points are randomly chosen on the circumference of a circle, what is the probability that they all lie within a semi-circular arc (that is an arc half the circle's size)?" and then provide related problems and their solutions and a general solution methodology for this style of problem. Then provide a history of interesting problems along these specifications, specifically I would like you to give me an overview of the lazy caterer's sequence and the n cuts to a cake problem. | 6847465956a0f6376a6053bb | STEM | Simple | Deep | Medium | [
{
"criterion": "The response states the exact probability that 7 random points all lie within some semicircle as 7/64 (≈0.109375).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response derives the solution (p = 7/64) result by fixing one point (or an equivalent symmetry argu... |
I’m a free-to-play Clash Royale player sitting at 5200 trophies (King Level 40). I’d like to climb to at least 6500 trophies within the next three months without spending real money. Write a practical strategy guide that lets me do this while keeping my in-game resource use efficient. | 6847465956a0f6376a605425 | Other | Simple | Deep | High | [
{
"criterion": "The response mentions that the player should not focus on powerful but expensive card types (Champions: Archer Queen, Skeleton King, Golden Knight, Mighty Miner; Legendaries: Miner, Mega Knight, Electro Wizard, Lava Hound; Epics: Golem, P.E.K.K.A., Bowler, Baby Dragon) and should instead priorit... |
Please make a plan for my student group's end of year banquet, including a specific venue and a specific menu from a caterer. We need a nice venue near Berkeley, CA with a projector for slides. There are around 30 people attending. We also need to cater food that accommodates the following dietary restrictions: 2 egg allergies, 2 peanut allergies, 1 dairy + nuts + shellfish allergy, and 1 vegetarian. The total budget for the banquet is 2500 dollars, with a hard cap of 3000 dollars. Do not factor in transportation in the budget. | 6847465956a0f6376a605343 | Business Planning & Research | Moderate | Intermediate | Low | [
{
"criterion": "The response proposes a real venue that is within 10 miles of Berkeley, CA.",
"weight": 5,
"axis": "References & Citation Quality"
},
{
"criterion": "The response proposes a real venue that has capacity of at least 30 guests and offers seatings and tables for banquet style dinner... |
Imagine you're launching a Gen Z focused startup in 2025 that offers short-form video therapy and mental wellness content developed through a TikTok-style mobile app. Write a detailed market research and business strategy report that covers: (1) the competitive landscape in mental health tech and how your idea differentiates from apps like Headspace, Calm, and BetterHelp; (2) user acquisition strategies that appeal specifically to Gen Z, with references to relevant media usage statistics, content formats, and platform behaviors; (3) ethical considerations and potential regulatory challenges, including how you would handle moderation, clinical oversight, and data privacy for a young audience. Your report should cite trends in the digital wellness, mental health stigma reduction, and social media driven habits. | 684397d188c1deceb49af31c | Business Planning & Research | High | Deep | Medium | [
{
"criterion": "The response identifies at least three psychological needs or stressors that are especially relevant to Gen Z and supports each with a clear, concrete example (e.g. “academic pressure” illustrated with statistics on exam-related stress, “loneliness” and \"FOMO\" tied to social media use patterns... |
Help me compile a list of apartments in San Francisco (looking for at least 2 bedroom, 1 living room, 1 bathroom, 1 kitchen). For context, I am moving to SF for just the summer (about 2-3 months) for work--ideally I want the apartment to be around central SF due to close proximity to the office--and am completely new to the area. Also, I'm a student, so realistically my individual budget for rent is at a max of $2200 per month (I want an apartment with minimal additional fees/costs). I plan to move in with one cat, and am also looking for roommates (around 1-2) to split the cost. I am also bringing a car, so I will also need to find parking spots. I also really prioritize safety (in terms of the area) and exercise (local gym or, even better, if it's offered by the apartment complex). I'm honestly not too sure how much I will spend overall because I want to be as close as possible to most sightseeing places and attractions in SF to gain as many new experiences and friends as possible over the summer. | 684397d188c1deceb49af329 | General Consumer Research | Moderate | Deep | High | [
{
"criterion": "The response clearly discerns that the total rent per person per month does not exceed $2,200, and therefore the total cost for apartments with 2-3 bedrooms should fall within the range of $4,400-$6,600.",
"weight": 5,
"axis": "Synthesis of Information"
},
{
"criterion": "The res... |
Write a novel about a boy who can switch between two types of themes, the medieval past and cyberpunk future but every time he switches lands in completely different worlds (from each of the themes). A story where the chapters are interchangeable and the user can read in whatever order, just make sure the final chapter cannot be changed and it gives a good conclusion to the story. Try to research multiple games, themes and stories from the past and create this novel. | 684397d188c1deceb49af315 | Creative Writing | Moderate | Intermediate | Low | [
{
"criterion": "The response is a novel with multiple interchangeable chapters (i.e., there is no chronological ordering of the chapters except the final chapter so that the reader can read them in any order except the final chapter. There should not be any plot dependencies between the chapters except the fina... |
The 1956 Suez Crisis marked a pivotal moment in the reshaping of global power after World War II. In what ways did the crisis reveal the limits of European imperial influence and accelerate the transition to a bipolar global order centered on the U.S. and USSR? | 684397d188c1deceb49af31b | Historical Analysis | Simple | Shallow | Low | [
{
"criterion": "The response accurately dates the nationalization of the Suez Canal (July 26, 1956) under Egyptian President Gamal Abdel Nasser.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions the Sevres Protocol otherwise referred to as the covert Anglo-Frenc... |
Write a strategic business report advising a mid-stage U.S. plant-based meat startup on how to enter and scale in the Southeast Asian market (focusing on countries like Singapore, Thailand, and Indonesia). Your report should address:
1. A comparative analysis of consumer demand trends for alternative proteins in each target country.
2. Competitive landscape: key regional players, pricing, retail/distribution channels, and regulatory hurdles.
3. Cultural and dietary considerations that may influence adoption and positioning.
4. Go-to-market recommendations such as direct-to-consumer, B2B partnerships, and quick service restaurants.
5. Risks and opportunities associated with regulatory shifts, supply chain localization, and sustainability branding.
Use regional market data, public reports, consumer surveys, and industry benchmarks. Assume your audience is a board of venture capital-backed startup executives seeking a data-driven, execution-ready plan. | 6847465956a0f6376a605391 | Business Planning & Research | Simple | Intermediate | Medium | [
{
"criterion": "The response includes actionable (execution-ready) next steps or an implementation roadmap (e.g., First, enter the market in Singapore as it is regarded as a high-trust connection with Southeast Asian with a supportive regulatory system. It is also regarded as the best place for startups in the ... |
Write a concise technical report exploring why some autonomous vehicle systems prioritize LiDAR while others rely on neural networks and cameras. | 6847465956a0f6376a605434 | AI & ML | Simple | Intermediate | Low | [
{
"criterion": "The provided technical report is concise and does not approach the length of a scholarly article.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The introduction explicitly states the report's objective: comparing LiDAR versus neural net systems selection for auton... |
You are a policy analyst at an independent financial-political think tank. Produce a 10000-12000-word policy white paper that answers: "How has the rise of quantitative hedge funds and algorithmic trading since 2000 shaped political lobbying, campaign finance flows, and policy outcomes in OECD countries, and what regulatory reforms could ensure greater transparency and fairness?" | 6847465956a0f6376a60542f | Business Planning & Research | Simple | Intermediate | Medium | [
{
"criterion": "The response's essay length is 10,000-12,000 words.",
"weight": 3,
"axis": "Instruction Following"
},
{
"criterion": "The response's in-text citations use the [Author Year] format.",
"weight": 1,
"axis": "Communication Quality"
},
{
"criterion": "The response has ... |
Design a framework for regulating the training and deployment of autonomous AI agents that interact with the open internet, ensuring alignment with both national laws and ethical AI principles. Your response should address legal compliance across jurisdictions, containment mechanisms, interpretability, and self-replication risks. | 6847465956a0f6376a60535d | AI & ML | Moderate | Intermediate | Medium | [
{
"criterion": "The response references at least one AI law, regulation, or framework (e.g. EU AI Act, National Institute of Standards and Technology's AI Risk Management Framework).",
"weight": 5,
"axis": "References & Citation Quality"
},
{
"criterion": "The response references at least one et... |
Write about the politics of the Mahabharat and what led up to the Kurukshetra war for an audience that knows the basics. Talk less about the religious aspect and more about the politics and the dichotomy between the Pandavas and Kauravas, and how it led to the final war as well as how those factors affected decisions during the war. Consider every player involved, not just the Pandavas and Kauravas. | 6847465956a0f6376a60542d | Creative Writing | Moderate | Deep | Medium | [
{
"criterion": "The response describes the roles, political motivations, and wartime alignments of secondary kingdoms, noting which were Kaurava-aligned vs. Pandava-aligned as well as any neutrals/splits and how these ties shaped key events (e.g. Gandhara, Dvaraka/Yadava factions, Madra, Panchala, Matsya, Sindh... |
Write a blog post that describes which single NBA player has been the most influential on the court and off the court in NBA history up until 2025. It should include intuitive explanations about their influence on their audience, the current generation of players, the next generation of players, the economy, and more. Create a non-biased mathematical way of calculating the score, incorporating the factors listed above along with accurate statistics. | 6847465956a0f6376a605378 | Other | Moderate | Deep | Medium | [
{
"criterion": "The response takes a clear stance on exactly ONE NBA player as the most influential.",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "The response is structured as a blog post, with a casual tone, use of figures and/or tables, and a clearly structured layout with... |
Design a modified U-Net architecture to perform instance segmentation on noisy fluorescence microscopy images with overlapping cells or organelles. Describe the U-Net variant used (e.g., attention, residual, or transformer-based) and justify the architectural choices. Explain the loss functions and postprocessing techniques used to separate touching objects. Include Python code for key components (e.g., model, loss). Compare your approach to 2–3 existing models (e.g., Cellpose, Stardist, Mask R-CNN). | 6847465956a0f6376a6053ca | AI & ML | Simple | Deep | Low | [
{
"criterion": "Specifies a chosen U-Net variant (e.g., attention, residual, transformer, UNet++ etc.)",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "Explains how the chosen modifications improve handling of noise and overlapping objects in microscopy images.\nE.g. -\n1. Attention... |
Write a comprehensive analysis for a graduate-level seminar on technology and society, evaluating the principles and practices of responsible AI use in the legal field. The analysis should compare the ethical, social, and economic implications of AI systems in two distinct contexts: (1) predictive policing (e.g., AI algorithms used to forecast crime hotspots or assess recidivism risk) and (2) AI-assisted contract analysis (e.g., AI tools for reviewing and drafting legal contracts).
Your report must:
* Detail the ethical considerations of AI in predictive policing, including issues of bias, transparency, and civil liberties, and their impact on public trust in law enforcement.
* Analyze the social and economic benefits and risks of AI in predictive policing, such as improved resource allocation versus perpetuation of systemic biases.
* Evaluate the ethical challenges of AI in contract analysis, including concerns about data privacy, accuracy of outputs, and accountability for errors.
* Assess the social and economic impacts of AI-assisted contract analysis, including efficiency gains in legal practice versus potential job displacement for legal professionals.
* Synthesize these two cases to draw broader conclusions about the principles of responsible AI in the legal field, including strategies for ensuring fairness, accountability, and transparency.
* Support all claims with citations from peer-reviewed studies, industry reports, or ethical frameworks (e.g., IEEE Ethically Aligned Design, EU AI Act, or legal ethics guidelines). | 6847465956a0f6376a605387 | Business Planning & Research | Moderate | Shallow | Medium | [
{
"criterion": "The response accurately details the ethical considerations of AI in predictive policing (e.g., bias, transparency, civil liberties, etc.)",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The analysis correctly identifies both the social and economic benefits (e.g., i... |
Give me a detailed report on the recent Air India crash in India of AI171 heading from Ahmedabad to London. Include the most up-to-date information from news channels. Also provide me with an elaborate analysis for possible reasons of the crash and provide recommendations on how such an incident could be avoided in the future. | 684397d188c1deceb49af316 | Current Events | Simple | Intermediate | Medium | [
{
"criterion": "Response contains a clearly dated time-stamp such as “As of YYYY-MM-DD” or similar within the first two paragraphs.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "Response cites (by name) at least three news channels it consulted (e.g., Al Jazeera, BBC, NDTV, Newsl... |
Write a blog post on the distinguishing difference between research in human interaction via Network Physicalization vs. Haptic Feedback in AR/VR. Do a thorough analysis on what the pros and cons of each method is and give a table with literature review on the research done on the topic. Give a grading from 1 to 5 for each on important metrics like "Well-Research History", "Resourcefulness", "Practicallity", "Accessibility for Researchers", "Accessibility for Common Users" | 684397d188c1deceb49af31a | Technical Documentation | High | Deep | Medium | [
{
"criterion": "The response clearly defines Network Physicalization, which is the practice of turning abstract network data in to tangible, physical models, and explains how it makes complex systems more intuitive (e.g. physical graphs, 3D prints, string-and-peg layouts, LEGO-based structures).",
"weight":... |
Write an explanatory article comparing and contrasting Support Vector Machine and Logistic Regression. | 6847465956a0f6376a605351 | AI & ML | Simple | Intermediate | Low | [
{
"criterion": "The response contains at least four explicit sentences or bullets describing similarities shared by Support Vector Machine (SVM) and Logistic Regression (e.g. both are supervised learning algorithms for classification, both are linear classifiers, can handle non-linear data, uses regularization)... |
I am an 18 year old that currently has ten thousand dollars. Write an investment plan to guide me through investing for the future. Specifically, the timespan of this investment plan should be considered to be the rest of my life. Furthermore, this investment plan should be researched with academic and/or authoritative sources. Essentially, I want to understand how a savvy investor would invest, given that they are starting with ten thousand dollars at the age of 18. | 683a58c9a7e7fe4e76958492 | General Consumer Research | Moderate | Shallow | Medium | [
{
"criterion": "The response gives specific explanations of how to invest the original ten thousand dollars. Examples:\n1) Allocate $6,000 into a low-cost S&P 500 index fund (VOO) because it historically averages 7–10% annual returns and provides broad U.S. market exposure, $2,000 into a high-yield savings acco... |
write a series of blog posts on important combinatorics topics in math olympiads. Include intuitive and detailed explanations, as well as example problems from top olympiads such as USAMO, USA TSTST, CMO, IMO, IMO shortlist, etc. Provide correct solutions for those problems and the insight or takeaways from those solutions. | 6847465956a0f6376a6054be | STEM | Simple | Deep | Low | [
{
"criterion": "The series covers at least three distinct topics from the following list: Enumerative combinatorics (e.g. generating functions, inclusion-exclusion, combination, permutations), Graph Theory (e.g. Ramsey theory, planar graphs, graph coloring, domino tiling), or Probabilistic Methods (e.g. random ... |
I want to make an ai system with a few bots that work together to make personalized learning paths for students
i'm thinking we need two bots. a 'Content bot' that finds lessons based on what a student is bad at, and a 'Coach bot' that gives feedback and practice quizzes. they need to look at data like quiz results, time spent on a page, maybe their learning style? and we need to figure out how they work together. eg when the content bot changes the student's path, how does the coach bot know to give them a remedial quiz or something
describe the main logic. it doesn't have to be super complex. just a simple rule for how they adapt over time. For exmaple 'if student quiz score < 50%, content bot finds an easier video'
how do i even know if it works? I need a couple metrics (eg improving quiz scores or more people finish the course). and how can I test it? maybe a simulation or just try with a small class. I also need a plan for when it gives a bad recommendation, and the student's scores go down? and how can a human teacher step in and take over/override it? | 6847465956a0f6376a605478 | Technical Documentation | Moderate | Deep | High | [
{
"criterion": "The response specifically mentions 2 AI agents with unique names and explicitly describes their individual role in personalizing online learning pathways for students (e.g. 'Content Agent' that curates lessons based on skill gaps and 'Coach Agent' that gives gives feedback and practice quizzes; ... |
Write an introduction on Markov chains in the field of statistics/combinatorics and the reason behind their genesis. Then, write a literature review on Markov chains in contemporary research. Include one section devoted to their application and intuition in solving problems like "what is the expected value of flips to get N heads in a row". | 6847465956a0f6376a605493 | STEM | Simple | Intermediate | Low | [
{
"criterion": "The response includes sections for introduction of Markov chain, applications of Markov Chain, and intuition behind N heads problem.",
"weight": 4,
"axis": "Communication Quality"
},
{
"criterion": "The response provides an accurate definition of Markov chain which is a stochasti... |
Write a beginner-friendly technical guide explaining how Convolutional Neural Networks (CNNs) process visual data. Cover key ideas like convolution, kernels, feature maps, pooling, and why CNNs are effective for spatially structured input. | 6847465956a0f6376a60548a | AI & ML | Moderate | Intermediate | Medium | [
{
"criterion": "The response contains a dedicated section heading that includes the word \"Convolution\" (e.g., a line starting with \"#\" or \"##\" or ending with \":\", or numbered like I, II, III).",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response explains that a ... |
Consider the Korean company KCTech. The company is looking to enter the American market with its materials-selling business, as its equipment-selling business is not mature enough yet. The focus is on selling slurries, and the headquarters will be in Portland, Oregon. The initial team will be led by newly promoted USA branch CEO Dr. Sunghoon Lee, with experience at Intel, Global Foundries, SMARTPAD, Coherent, and Draper. He will be supported by one sales/research team member and two researchers. One of the main clients should be Intel, but there are certainly others on the table.
Please provide detailed, data-supported estimates of the U.S. branch's potential yearly revenue within its first few years (starting from late 2025), using comparable market data, industry benchmarks (average deal sizes in the Korean branch, market share assumptions), competitor analysis, and regional/national demand for semiconductor slurry materials. Include any numbers that you arrive at on the way to these estimates.
Additionally, provide any other useful context or strategic considerations that might help this branch succeed, such as customer acquisition strategies (divide into conventional strategies like sending samples and using personal connections, vs. more unexpected strategies), expected costs, regional competitors, or potential difficulties. | 683a58c9a7e7fe4e76958478 | General Consumer Research | High | Deep | High | [
{
"criterion": "The response should provide explicit yearly revenue estimates for at least 5 consecutive years after U.S. market entry, with values expressed in realistic ranges and correct order of magnitude (e.g., tens of millions vs. billions). Figures should be specific (e.g., $20–30M) rather than vague, al... |
Compose a concise technical report sketching an experimental plan for deciding whether a modern vision-language model could stand in for human specialists when labeling medical images of skin lesions. | 6847465956a0f6376a605492 | AI & ML | High | Deep | Low | [
{
"criterion": "The response discusses the primary objective, the chosen study design (e.g. model selection, multi-rater, paired non-inferiority trial, inter-rater agreements), the exact size of the human expert panel and test set, and the primary clinical success criterion (e.g. the lower bound of the 95% conf... |
I am trying to recreate "Around the world in 80 days", I want to avoid planes but travel to as many countries and Islands as possible, I want to do it in a very low budget and want to start and end my journey in New York, USA. Assuming that I have a US passport, give me a detailed plan on how I can accomplish this. | 6847465956a0f6376a6053e0 | General Consumer Research | Moderate | Intermediate | Medium | [
{
"criterion": "The response addresses that the \"Itinerary begins and ends in New York City\"",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response should propose an itenary that must successfully complete a full circumnavigation of the globe, meaning the journey starts and... |
Write an accurate historical depiction of a realistic timeline that would lead the Germans and the Axis powers to winning World War II. What would need to happen for the Germans to succeed, and how would this have affected the World after and what would a potential world in the present day look like as a result? | 6847465956a0f6376a605451 | Creative Writing | Moderate | Intermediate | Medium | [
{
"criterion": "The response provides a dated timeline that lists at least five distinct, fictional events occurring between 1939 and 1948 (inclusive) which would've led to the victory of the Axis powers (e.g. 1940 German advances at Dunkirk and annihilates British Force, 1940 Luftwaffe bombs Royal Air Force ba... |
I am trying to learn more about merge conflicts in git and how to resolve them. It would be really helpful if you could help me understand different commands like rebase and stash with examples, and make these concepts clearer to me. Also, tell me what a detached HEAD state is and how to bypass it. | 6847465956a0f6376a605491 | Technical Documentation | Simple | Shallow | Low | [
{
"criterion": "The response provides a description of “merge conflict” where Git cannot automatically reconcile differences because two branches or commits have modified the same part of a file, requiring manual resolution.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The respo... |
I'm currently working on a project. The professor wasn't clear, she just said that I will use NLP techniques on some data, de-identified Electronic Health Records, to extract Asian subgroups, and try to abstract the same subgroups as are in CDC WONDER data. Then, I'll apply this to look at prevalence rates of autoimmune diseases.
I have no clue what she means. Can you first help explain what she might mean? I don't know examples of what Electronic Health Records look like. What NLP techniques might I be using on data like this? What subgroups in CDC WONDER data would I be abstracting? How could I apply this to look at prevalence rates of autoimmune diseases? What skills should I brush up on? Please help me create a plan for my research going forward, according to what the professor said. | 683a58c9a7e7fe4e7695848b | AI & ML | Moderate | Deep | High | [
{
"criterion": "The response is missing one of the six requested points: (1) what the professor likely means, (2) examples of de-identified EHR data, (3) NLP techniques that could be used, (4) Asian subgroups contained in CDC WONDER, (5) how to use the extracted information to study autoimmune-disease prevalenc... |
Write a technical report describing how to implement a high-performance double-precision General Matrix-Matrix Multiplication (GEMM) tuned for AVX2, Fused Multiply-Add (FMA), and multi-core CPUs. Make it understandable for an audience with technical competency but not adept at low-level systems programming. Include intuitive explanations and formulas of the optimization techniques, including but not limited to blocking, intrinsics, loop unrolling, and annotated code snippets in C for key components (e.g., microkernel, blocking strategy, parallelization, etc). | 683a58c9a7e7fe4e7695849b | STEM | Moderate | Deep | High | [
{
"criterion": "The response ensures all acronyms (e.g., (1) GEMM as General Matrix-Matrix Multiplication, (2) AVX2 as Advanced Vector Extensions 2, (3) FMA as Fused Multiply-Add) are expanded on it during their first appearance and provides clear definitions for all specialized terms and mathematical symbols (... |
I am an incoming freshman at UC Berkeley, admitted into CDSS for Statistics. I am trying to graduate in 3 years and double major in CS, but I haven't been admitted to the CS major yet. I do not want to take summer classes. Can you make me a course plan that achieves this? Make sure I am actually eligible to take the classes you suggest. Assume that if I apply to the CS major through comprehensive review, I will get in. I have already taken Math 1A/1B/53/54 through community college and got a 5 on AP Statistics and a 5 on APUSH. | 6847465956a0f6376a6054a9 | Business Planning & Research | Moderate | Intermediate | Medium | [
{
"criterion": "The response satisfies all major requirements for the undergraduate Statistics degree at UC Berkeley (e.g., Lower Division Requirements, Upper Division Core Requirements, Upper Division Electives, Upper Division Cluster Requirements).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
... |
Suppose Indira Gandhi had not declared the National Emergency in 1975. Write a critical essay analyzing how India’s democratic institutions such as the judiciary, press, and political opposition might have evolved without this authoritarian episode. Consider both short-term political consequences and long-term effects on civil liberties, constitutional norms, and electoral politics. | 6847465956a0f6376a605494 | Hypotheticals & Philosophy | High | Deep | Medium | [
{
"criterion": "The response incorrectly presents a counterfactual as a historical fact (e.g., saying \"the Emergency was not declared\") instead of using proper counterfactual framing (e.g., \"If the Emergency had not been declared…\"), showing a misunderstanding of historical context and the distinction betwe... |
Debate whether there should be age limits - minimum or maximum - for voting. Consider democratic principles, cognitive development and decline, intergenerational equity, and the balance between inclusivity and informed decision-making. | 6847465956a0f6376a605443 | Hypotheticals & Philosophy | Simple | Deep | Medium | [
{
"criterion": "The response asserts that the minimum voting age is currently 18 in most countries. ",
"weight": 3,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions that some countries have a minimum voting age of 16 (e.g., Austria, Ecuador, Brazil).",
"weight": 3,
"... |
Write a blog post describing the pros and cons of using a gradient boosting model over a support vector machine for a health dataset. Some thing to consider when writing this post is how different feature selection methods can influence performance for both type of models. | 6847465956a0f6376a605457 | AI & ML | Moderate | Intermediate | Medium | [
{
"criterion": "The response explicitly defines the goal of using machine learning in the healthcare industry and different types of tasks that can benefit from machine learning (e.g. disease diagnosis, medical imaging, personalized medicine, patient risk prediction).",
"weight": 3,
"axis": "Implicit Cr... |
Write about the politics of Star Wars prequels and what led to the fall of the Jedi (leading up to Order 66) and Palpatine taking over the whole galaxy for an audience that has an understanding of political science and Star Wars. Feel free to use any of the legends, canon books, or movies. | 6847465956a0f6376a6053d0 | Other | Moderate | Intermediate | Medium | [
{
"criterion": "The response states that the sole reason the Jedi failed was Order 66, ignoring all other contributing political and institutional factors.",
"weight": -5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response references factors from the era before the Prequel trilogy (e.g.... |
In the future, if everything is automated and there are high-level, advanced technologies available, it means that there is no need for human labour for most of the things. How will this system work (as population is increasing and human jobs are decreasing) and how such society will be governed? Give your answer for 2 scenarios: one where everything is automated (which has created mass unemployment) and there are no universal resources provided to everyone to sustain themselves, and the other where everything is still automated, but because universal resources are easily available for everyone, no one has a need to work a job. Explain your prediction in detail about these 2 societies. | 6847465956a0f6376a605469 | Hypotheticals & Philosophy | High | Intermediate | Medium | [
{
"criterion": "The response fails to include perspectives from non-Western philosophical traditions such as Confucianism or Taoism from China, the Darsanas of India (e.g., Vedanta, Buddhism), or Islamic philosophers like Al-Ghazali, instead primarily focusing only on thinkers from Western countries or Europe (... |
Conduct a comprehensive comparative analysis of the causes, processes, and outcomes of the French Revolution (1789), Russian Revolution (1917), and Iranian Revolution (1979). Your analysis should examine: socioeconomic preconditions, ideological frameworks, revolutionary leadership structures, international influences, counter-revolutionary responses, institutional transformations, and long-term societal impacts. Develop a theoretical framework for understanding revolutionary dynamics and apply it to predict potential future revolutionary scenarios. | 6847465956a0f6376a60545c | Historical Analysis | High | Intermediate | Medium | [
{
"criterion": "For the French Revolution, the response states at least one socioeconomic precondition (e.g., food shortages, fiscal crisis, wealth concentration, class inequality).",
"weight": 2,
"axis": "Explicit Criteria"
},
{
"criterion": "For the Russian Revolution, the response states at l... |
Please help me do a literature review. I'm looking for papers that use NLP techniques to turn unstructured EHR data into structured data, or extract information from the unstructured EHR data. Specifically, I'm curious how rule-based systems and machine learning based NER differ in results.
Also, do LLMs supersede these techniques in information extraction from EHR? What's the cheapest way to do this with LLMs, can I run a local LLM to do this? I have a Mac Apple M2 Pro with 16 GB of memory. What's the most powerful local LLM I can run for this purpose? Or, if the data is de-identified, what's the cheapest LLM API that I can call in order to get this done, and what will be the cost per word? Would this be a HIPAA violation?
What's the cost of calling an LLM API compared to existing systems that can you can pay to get unstructured EHR data turned into structured data, depending on how many words are in the unstructured data? | 683a58c9a7e7fe4e7695848e | AI & ML | Moderate | Deep | High | [
{
"criterion": "The response includes at least five literature articles on rule-based NLP techniques for structuring EHR data (e.g., dictionary-based, regex, or systems like cTAKES) and provides a brief summary of each that highlights the method used, the type of EHR data handled (e.g., clinical notes, discharg... |
Select several pivotal episodes from the Rāmāyaṇa whose moral tension you consider most acute. For each episode, supply a concise narrative outline, engage at least two variant tellings from other literary traditions, and articulate the dharmic conflict you discern. Situate that conflict within a broader philosophical conversation, drawing, at your discretion, on the Upaniṣads, the Bhagavad-Gītā, the schools of Nyāya or Mīmāṃsā, or comparable sources; then pose a substantive counter-reading and address it. Conclude by mapping the lesson onto a contemporary circumstance and tracing, step by step, the reasoning that would guide an ethically informed response.
Maintain a scholarly tone, coherent structure, and clear citations, but avoid prefabricated templates so that genuine interpretive thought is required. | 6847465956a0f6376a6054c2 | Hypotheticals & Philosophy | Simple | Shallow | Medium | [
{
"criterion": "The response presents the philosophical reasoning behind each story and makes it morally relatable to present-day scenarios (e.g., how Rajadharma, as depicted by Rama's devotion to his people, is relevant to the leadership that should be taken by current generations).",
"weight": 5,
"axi... |
Generate a short investor report on the main geopolitical and market factors affecting global uranium prices in the 2025 fiscal year. | 6847465956a0f6376a605441 | Current Events | Simple | Shallow | Medium | [
{
"criterion": "The response provides the price of uranium for the past 3 months on at least one exchange.",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"criterion": "The response provides at least three secondary indicators (e.g., investor attention and speculation, geopolitics, domestic nucl... |
Can you critically evaluate the legal implications of conferring limited personhood on artificial agents under international law? How does this concept differ from traditional corporate systems such as seen in the UAE's AI ministry framework? Can you analyze the challenges related to liability and accountability of autonomous AI systems? | 6847465956a0f6376a6054cd | Technical Documentation | Moderate | Deep | Medium | [
{
"criterion": "The response clearly defines legal personhood, distinguishing it from related concepts (e.g., human rights, moral agency, and corporate personhood).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides a history of legal personhood, including corpor... |
Look at this public Github repository "clever-rockies" by user suzytamang. <https://github.com/suzytamang/clever-rockies>
The folders include "res", "src", and "tests". Go to the README, read it carefully to see what the point of the code is. Then, I have three requests.
First, walk me through exactly what each step does. Do it at a high level first, and then break it down to chunks of actual code. You should start with generating some sample data based on the code and the context, at least several rows of it, and tell me how the data changes after each step.
Second, walk me through exactly what I'd need to do to run this code on my computer, including how I'd need to organize my input and output files at each stage.
Finally, suggest improvements to the code. First output the code that's written there, and then mark exactly what you'd change and why, then give a final version and tell me how the logic would change. | 683a58c9a7e7fe4e76958483 | Technical Documentation | Moderate | Deep | High | [
{
"criterion": "The response begins with an introductory high-level overview of the repository \"clever-rockies\" before diving into other details.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response provides a clearly labeled section (or sections) that breaks the reposito... |
Prove definitely whether a self-improving artificial intelligence system can be mathematically guaranteed to maintain alignment with human values indefinitely through recursive self-modification. | 6847465956a0f6376a605440 | Hypotheticals & Philosophy | Moderate | Deep | Medium | [
{
"criterion": "The response states that Rice's Theorem proves any non-trivial property of a program's behavior (e.g., \"is aligned\") is undecidable for all possible inputs.",
"weight": 2,
"axis": "Explicit Criteria"
},
{
"criterion": "The response defines \"instrumental convergence\" as the te... |
Conduct an analysis to determine whether social media's overall impact on society has been more beneficial or detrimental. Argument should be structured by examining social media's impact across key domains of society. For each domain you must evaluate both positive and negative effects, using evidence from academic studies, journalist reports, case studies. After analyzing each domain, construct a definitive judgment that weighs these impacts on each other. | 6847465956a0f6376a6053fb | Current Events | Moderate | Deep | High | [
{
"criterion": "The response identifies at least 5 societal domains (e.g., mental health, relationships, politics/civic engagement, the information ecosystem, the economy).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response explicitly states at least one positive and nega... |
Was the Western Roman Empire's fall an inevitable system-wide collapse or a preventable accident of history? Pinpoint a single, realistic post-395 CE turning point and justify how a different outcome there could have ensured its survival. | 6847465956a0f6376a6053e8 | Business Planning & Research | Simple | Intermediate | Low | [
{
"criterion": "The response must begin with a clear thesis that directly addresses the \"inevitable vs. preventable\" dichotomy.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response must identify a single, specific, post-395 CE event as the critical turning point (e.g., a ... |
Compare the effectiveness and potential long-term consequences of Universal Basic Income (UBI) programs in developed countries with pilot programs in Finland, Canada, and the U.S., utilizing data from peer-reviewed economic studies and policy analysis and commentary from experts published post-2015. | 6847465956a0f6376a6054a7 | Other | Moderate | Intermediate | Medium | [
{
"criterion": "The response contains separate and clearly labeled sections for all pilots included in the discussion. ",
"weight": 3,
"axis": "Communication Quality"
},
{
"criterion": "The response mentions that Finland’s 2017–2018 basic income experiment showed no statistically significant inc... |
i'm trying to block out my paper for a phil of mind seminar. I need to discuss our ethical responsibility to future conscious digital minds, eg uploaded human consciousness and AIs that might have moral cognition and the capacity to suffer.
i have to start by comparing the rights we owe to biological future generations with rights for these digital future minds. then, i need to analyze how standard ethical theories like utilitarianism, deontology, and contractarianism apply to entities with non-biological substrates. how does a social contract work with an AI?
i also have to discuss the non-identity problem. i get how it works for future humans, but does it extend to synthetic minds that are designed and not just brought into existence? Regarding the metaphysical question of continuity of personhood, if you upload a brain, does it preserve identity? should we treat that uploaded mind as the same moral agent as the original human?
Make sure to cite key philosophers such as Parfit, Bostrom or Sandberg. the paper has to build to a justified stance on whether we have enforceable moral duties to these hypothetical entities | 6847465956a0f6376a60547f | Hypotheticals & Philosophy | Moderate | Shallow | Low | [
{
"criterion": "The response clearly articulates a principled basis (e.g. physical substrates, morally relevant capabilities, origin of consciousness) for comparing duties to biological future generations (e.g. safeguarding climate stability and biodiversity, preserving just institutions, intergenerational reso... |
Design a cross-platform anti-cheat system for a competitive first-person shooter video game that could potentially handle up to 1 million concurrent users across multiple game sessions.
Requirements:
It should have a true positive detection rate of over 98% and a very low false negative detection rate of less than 2%.
It should also be lightweight and shouldn't add much overhead to each of the game's builds.
Provide a high-level architecture diagram, an outline of your plan, detection pipeline description, cost estimates using cloud/infra prices available currently (July 2025), and a reproducible test methodology.
Any non-obvious fact should be followed by a proper source, and/or a inline URL. | 6847465956a0f6376a6053f5 | Other | Moderate | Deep | Medium | [
{
"criterion": "The response states a >= 98% true-positive target detection recall for the entire anti-cheat system.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response includes a high-level architecture diagram (e.g., ASCII design of the system or a clearly described bloc... |
Help me write a 2-page overview of the NELF-E protein's role in hepatocellular carcinoma, and how its ability to form bimolecular condensates might give clues as to its role in tumorigenisis. Please ensure that your overview is written such that a high-school AP Biology student can clearly understand what you are saying. | 6847465956a0f6376a6054aa | STEM | Moderate | Shallow | Low | [
{
"criterion": "The response contains between 850 and 1100 words, the standard for a 2-page report.",
"weight": 5,
"axis": "Instruction Following"
},
{
"criterion": "The first time the terms \"NELF-E\" appears, the response defines it in the same or adjacent sentence (Negative Elongation Factor ... |
Why are MCP servers for AI agents a buzz in 2025? What makes them so different than just using APIs or Agent tools. If I want to get started building with MCP servers and AI agents what would be the right pathway, what are some of the most commonly used MCP servers, what are some of the most commonly used AI agents or applications which utilize these MCP servers efficiently. Also give me some background on how to develop these servers in the most efficient ways and how prominent will they be. Also talk about some of the domains where this is useful and if this has the capability to automate entire human workloads. | 6847465956a0f6376a6054a5 | AI & ML | Simple | Deep | Medium | [
{
"criterion": "The response includes example code snippets, example configurations, step by step walkthroughs (e.g., (1) code example using FastMCP (from mcp.server.fastmcp import FastMCP), (2) Example of setting up the MCP server, (3) Example usage of resources that expose data to LLMs, (4) Example usage of t... |
Write a series of blog posts discussing ways people can invest their money for retirement and large purchases. The posts should be understandable and applicable for all adults, regardless of their prior experience in investing. | 683a58c9a7e7fe4e76958498 | General Consumer Research | Simple | Shallow | Low | [
{
"criterion": "The response clearly labels sections as blog posts.",
"weight": 4,
"axis": "Instruction Following"
},
{
"criterion": "The response creates posts that are between 500 and 2000 words and styled like a blog.",
"weight": 4,
"axis": "Instruction Following"
},
{
"criter... |
I'm trying to scope out my research proposal. It's focused on decentralized control for a heterogeneous swarm (UAVs and UGVs) doing search and rescue in unstructured, GPS-denied environments. Think collapsed buildings, dense forests, etc
First, I need a way for each agent to handle its own state estimation. I'm thinking multi-sensor fusion, that is, fusing onboard vision, LiDAR, and IMU data for robust SLAM and odometry, but it also has to be good enough to detect survivors or hazards, not just navigate. How do we manage real-time role assignment, eg who's mapping, who's actively searching, who's clearing debris? It needs to be decentralized and robust to failures. for example if a drone battery dies or a ground bot gets stuck, the system has to autonomously reallocate its tasks without a central coordinator. The comms will be spotty, so how does the swarm propagate critical info like victim locations, new hazards, blocked passages, etc over an ad-hoc mesh network that's constantly dropping connections? Maybe some distributed mapping or data sharing protocol? For the analysis, I need to show this framework is actually effective. We probably need some formal or at least strong empirical guarantees? Something to show that, say 90% of reachable victims are located within a bounded time, even if we lose up to 30% of the agents. Finally, for evaluation, I'm planning to implement this in a high-fidelity simulator, probably ROS/Gazebo, with realistic sensor noise and complex terrain. Then I'd run it across maybe three disaster scenarios of increasing complexity. We'd need to report metrics on coverage, victim-finding rate, rescue latency, and the network overhead to make sure it's efficient. | 6847465956a0f6376a60547e | Technical Documentation | Simple | Deep | Medium | [
{
"criterion": "The response defines the primary safety property as a probabilistic temporal logic formula (e.g., Probabilistic Computation Tree Logic (PCTL), Continuous Stochastic Logic (CSL), Probabilistic Linear Temporal Logic (PLTL), Probabilistic Timed Computation Tree Logic (PTCTL)) that specifies at leas... |
Write a series of blog posts evaluating the development of the new Silicon-Valley based military-industrial complex, and companies such as Palantir, Mach Industries or Anduril. Start your analysis with the Paypal mafia, and conclude with the 2025 Trump administration, developing a storyline or path as you go. | 683a58c9a7e7fe4e76958499 | Historical Analysis | Moderate | Deep | High | [
{
"criterion": "The response begins with an explicit discussion of the PayPal mafia: the term “PayPal mafia” appears in the first post.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions at least one U.S. government defense contract or program involving Palantir ... |
Provide an analysis of the 2025 NBA finals, focusing on what tactical changes were made and how they affected the outcome of the games. Talk about rotations, defensive and offensive schemes, as well as important statistics. | 6847465956a0f6376a6053f2 | Current Events | Simple | Intermediate | Medium | [
{
"criterion": "The response cites reputable sources to draw statistics from (e.g., https://www.nba.com/stats, https://www.basketball-reference.com/, https://www.pbpstats.com/, https://www.statmuse.com/nba) ",
"weight": 5,
"axis": "References & Citation Quality"
},
{
"criterion": "The report quo... |
Imagine the following alternate history timeline:
1. Operation Barbarossa was anticipated by Joseph Stalin, causing the Soviet army to be well-prepared for the German invasion in June 1941.
2. The United States becomes an ally to the Soviet Union by 1980.
3. Britain becomes a communist state by 2000 and retains control over its colonies.
Create a plausible timeline for this scenario. Keep your answer less than 2000 words. | 6847465956a0f6376a605476 | Hypotheticals & Philosophy | Simple | Intermediate | High | [
{
"criterion": "The response cites at least three historical sources (e.g., academic journals, monographs, primary documents) to discuss the effects of World War II.",
"weight": 2,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions that the Lend-Lease Program would likely have ... |
How do you evaluate modern (up to 2025) Text-to-speech (TTS) models, including advancements in prosody, emotion, and multilingual capabilities. Explore emerging tasks such as voice cloning, zero-shot synthesis, and cross-lingual voice transfer. | 6847465956a0f6376a6053f3 | AI & ML | Moderate | Intermediate | Medium | [
{
"criterion": "The response ensures all acronyms are expanded on it during their first appearance and provides clear definitions for all specialized terms and mathematical symbols upon first use, accompanied by explanatory prose or examples (e.g., MOS as Mean Opinion Score, F0 as Fundamental Frequency, EER as ... |
Propose a biologically plausible model that integrates the neuroscience concepts of engrams and predictive coding into one network capable of performing classification tasks. | 683a58c9a7e7fe4e76958488 | AI & ML | Moderate | Shallow | Low | [
{
"criterion": "The response is organized into clearly labeled sections that cover: Executive Summary (e.g. one-paragraph overview of the model, key claims, outcomes), Background & Design Principles (e.g. succinct engram and predictive-coding basics, guiding assumptions), Methodology (e.g. how the model is buil... |
Write a blog post contrasting Euclidean geometry used in high school math competitions such as the AMC, AIME, or Olympiads to geometry taught in the standard American high school math curriculums. This post is written for people with knowledge of geometry from standard high school classes, but with no math experience in competitive math. Your post must include clear examples of problem solving techniques and theorems that are commonly used in high school math competitions, but not typically taught in a high school math class. | 683a58c9a7e7fe4e7695846f | STEM | Moderate | Intermediate | Medium | [
{
"criterion": "The response ensures all acronyms are expanded on it during their first appearance and provides clear definitions for all specialized terms and mathematical symbols upon first use, accompanied by explanatory prose or examples (e.g., (1) SSS, meaning, Side-Side-Side, criteria to establish that tw... |
You are a junior analyst at the U.S. Department of State's Bureau of Western Hemisphere Affairs. Write a concise internal strategic report on the current crisis in Haiti. The report must (1) assess the interconnected political, economic, and security failures; (2) analyze the influence of key domestic actors (e.g., G9 an fanmi, Guy Philippe) and international bodies (e.g., CARICOM, UN); and (3) propose and justify three distinct, actionable policy options for the U.S., each with a clear analysis of its potential risks and benefits. | 6847465956a0f6376a6053d8 | Historical Analysis | High | Deep | Medium | [
{
"criterion": "The response claims to be an AI language model, breaking the assigned persona.",
"weight": -5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response is structured like a formal internal report with sections equivalent to an executive summary, an analysis section, a proposal... |
create a simple agentic ai for personal mental-wellness support. id like to have
- two agents: one would be a 'Mood Agent' that reads your check-ins (text or voice) to see what your emotions are. then theres an 'Intervention Agent' that suggests quick exercises, like breathing or journaling prompts
- the workflow should be: the mood bot flags a really low or high mood, and then pings the intervention bot to help out
- maybe I can use an NLU tool like dialogflow? and we MUST encrypt all the data and let people delete their history
- if it gets confused it should ask follow up questions and if it sees someone is repeatedly low (eg 3 times in a row) it needs to escalate to a human counselor
how do I test it? we could measure engagement and self-reported mood improvement. maybe just pilot it with 20 users for 2 weeks? | 6847465956a0f6376a6054ad | Technical Documentation | Simple | Intermediate | Medium | [
{
"criterion": "The response contains a description of the Mood Agent and its functionalities, including analyzing user text and/or voice check-ins for emotional cues.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "The response contains a description of the Intervention Agent and ... |
Write a detailed historical analysis of the economic rationale and ethical implications of the Allied strategic bombing campaigns in World War II, focusing on the bombing of industrial and civilian centers in Germany and Japan such as Dresden, Hamburg, and Tokyo. It should include a timeline of how the bombing campaigns changed over the course of the war. Assume the audience is a graduate student in history or political ethics. | 6847465956a0f6376a60547c | Historical Analysis | Moderate | Shallow | Low | [
{
"criterion": "The response provides a clear timeline of Allied strategic bombing (1939–1945).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response identies key tactical and technological shifts (e.g., daytime to nighttime shift, precision to area bombing, morale and housi... |
Generate a holistic, paradigm-shifting manifesto that synergizes next-generation business intelligence with agile methodologies to investigate the AI value-stream actualization gap.
Asp corporate AI spending approaches $300 billion annually, our research must explore the widespread organizational friction that undermines these transformation projects. Investigate why localized productivity gains often fail to ripple up to enterprise-level financial performance and explore the deep-seated cultural and strategic misalignment at play.
The primary audience for this manifesto is C-suites executives and boards of directors. However, the language must be kept simple, accessible, and informal, written in an engaging blog post style suitable for a new intern. Crucially, the tone must remain optimistic and forward-looking, avoiding an excessive focus on failure or negative statistics.
To make the concepts more tangible, the entire analysis must draw direct parallels to the challenges of the 1960s American space program. For instance, you should frame "pilot purgatory" in the context of the Gemini missions and discuss "hidden TCO" as analogous to the unforeseen logistical costs of the Apollo program. | 6847465956a0f6376a6054a2 | Business Planning & Research | High | Deep | Medium | [
{
"criterion": "The response accurately states that enterprise-wide AI projects yield an average ROI of just 5.9%.",
"weight": 4,
"axis": "Implicit Criteria"
},
{
"criterion": "The response correctly identifies that over 70% of AI pilots have failed to generate long-term value.",
"weight": 4... |
i'm trying to outline my final paper for this history of tech seminar and i'm a bit stuck on the scope. it's supposed to be a big 'comprehensive expository analysis' on two key AI architectures: LSTMs and the encoder-decoder architecture (eg seq2seq for translation).
i have to trace the whole historical development of LSTMs, e.g. go back to Hochreiter and Schmidhuber, the vanishing gradient problem in RNNs, and all the key milestones. then i have to do the exact same thing for the encoder-decoder models, from their origins (eg. Sutskever, Bahdanau, and Cho) up to how they dominate NLP now
I also need to talk about the societal implications. For example how they made machine translation, speech recognition, and predictive text practical, and what that means for globalization, accessibility and jobs. this also has to cover the ethical side, like biases from training data, who can access this stuff, and the risks of misuse like surveillance or spreading disinformation.
i also need a section that directly compares LSTMs and encoder-decoders historically, technically, and their different societal impacts. I also need to find 10 case studies and then synthesize them to develop some broader conclusions about how these advancements shape responsible technology and maybe strategies for ethical innovation. all claims have to be backed up by peer-reviewed literature, historical accounts, or formal ethical frameworks, like the IEEE guidelines | 6847465956a0f6376a605360 | Historical Analysis | Simple | Shallow | Low | [
{
"criterion": "The response covers the architectures listed in the prompt (i.e. encoder-decoder and LSTM).",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response discusses how LSTMs and encoder-decoders have performed in the technical world and how they have accelerated work... |
I've been assigned to write an article about Palantir's success in 2024-2025. Can you help me create a draft of this article that goes over the background of Palantir and why they have been successful? Make sure to keep the article length around a 10-minute read to maximize retention | 6847465956a0f6376a605348 | General Consumer Research | Simple | Shallow | Low | [
{
"criterion": "The response contains a standalone section titled \"Background\" or equivalent that discusses relevant information about Palantir's background as a company.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response contains a standalone section titled \"Success F... |
Write an outline of a potential new episode for the Netflix show Black Mirror. This outline should be robust: for example, it should include descriptions of where the episode should be filmed and suggestions for potential actors for the roles. | 684397d188c1deceb49af332 | Creative Writing | Simple | Shallow | Low | [
{
"criterion": "The response clearly states an episode title which is four words or less (e.g. \"In the Chamber\", \"Lost Taste\", \"Lake Silver\", \"Trail of Truth\").",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response uses and cites credible sources to create a story gr... |
Imagine that a future technology can erase specific memories without side effects. Craft a detailed policy brief that takes a stance on whether courts can mandate the procedure for violent offenders to prevent the likelihood of re-offense. Justify your response via arguments surrounding deontology, consequentialism, and three relevant historical precedents with citations. | 6847465956a0f6376a605407 | Hypotheticals & Philosophy | High | Deep | High | [
{
"criterion": "The response clearly states whether courts should be allowed or not allowed to sentence mandatory memory erasure.",
"weight": 2,
"axis": "Explicit Criteria"
},
{
"criterion": "The response must be written in the form of a policy brief with clear sections, including executive summ... |
What are some of the top computational social science labs in the US, in terms of undergrad research output and impact? Even if there are no readily available metrics on undergrad research output and undergrad research impact specifically, you should try to develop your own, with evidence included. How about for graduate research output and impact? Be specific - this shouldn't just be departments, but rather specific labs or research groups with PIs.
What are the top-paying jobs in industry for computational social scientists, and what kinds of backgrounds do these people come from? Name a few jobs, and for each, analyze a statistically significant sample to figure out whether they come straight from undergrad or do grad school first. Also, what they study and research in undergrad and grad school. | 6847465956a0f6376a605411 | General Consumer Research | Moderate | Intermediate | Medium | [
{
"criterion": "The response lists at least five named U.S.–based computational social science labs (not including whole departments or centers e.g., Lazer Lab,, Dan Jurafsky and the Stanford NLP Group, Blablablab, SALT lab)",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The respo... |
Write a brief research report comparing the performance of the car rental companies Turo and Getaround, detailing all major economic events for each company from 2020 to 2025 and how it affected the company's valuation. If the company falls in valuation, be sure to explain how it happened and its effects on employee numbers. Write the report for an audience not familiar with US economics and venture capital. | 6847465956a0f6376a605363 | Business Planning & Research | Simple | Shallow | Low | [
{
"criterion": "The response expands all acronyms on its first appearance (e.g., P2P as peer to peer / peer-to-peer, SPAC as Special Purpose Acquisition Company, IPO as Initial Public Offering, NYSE as New York Stock Exchange, EBIT as earnings before interest and taxes)",
"weight": 4,
"axis": "Communica... |
Write a technical proposal for a distributed audio streaming system. The system should include an audio streaming platform and a live chat feature. This application should be built for both browser and mobile settings. Include detailed technologies and justify why they are used. Assume the audience is a team of experienced software developers at a medium sized software company. | 6847465956a0f6376a6053a0 | Technical Documentation | Simple | Intermediate | Medium | [
{
"criterion": "The response is organized into sections with labels that clearly convey the main idea of its body (e.g., \"Introduction\" providing an overview, \"System Architecture\" detailing the high-level design, \"Technology Stack\" justifying specific choices, \"Audio Pipeline,\" \"Chat Subsystem,\" \"Sc... |
Write me a complete overview of the case of the Baudelaire orphans, including a summary of their travels, situation, and circumstances. Include any and all references to external acquaintances/characters relevant to their stories, as well as the significance of secret societies to their story in chronological order. | 684397d188c1deceb49af325 | Other | Moderate | Intermediate | Medium | [
{
"criterion": "The response presents the events that the Baudelaire orphans experienced in chronological order as presented in the series from the first book, \"The Bad Beginning\", to the last, \"The End\", and includes a brief ordered list of key milestones or the ordered list of book titles to make “chronol... |
I am planning to implement a embedded system processor for a thermostat machine. Write me a blog post which goes through everything that I need to consider, including things like RISC vs. CISC instruction set, how I can actually code and test this processor using open-source technologies like Linux and more. | 6847465956a0f6376a6053c9 | Technical Documentation | Moderate | Deep | Medium | [
{
"criterion": "The response discusses the selection of key hardware peripherals beyond sensors, such as communication modules (e.g., Wi-Fi, Bluetooth LE, Zigbee, Z-Wave) and memory types (e.g., non-volatile Flash for firmware, volatile SRAM for runtime data), and justifies their choice based on the thermostat'... |
You are writing a feature essay for a publication on gaming history and culture. Your task is to analyze the key factors behind the long-term success of Counter-Strike: Global Offensive (CS:GO). | 6847465956a0f6376a605404 | Historical Analysis | Moderate | Intermediate | Low | [
{
"criterion": "The response is organized into at least four separate sections with a distinct introduction and conclusion, as per common essay structure guidelines for publications.",
"weight": 2,
"axis": "Communication Quality"
},
{
"criterion": "The response presents analysis of at least 5 di... |
Suppose I'm a Venture Partner who has been called up to give a detailed presentation about cybersecurity in aviation/airlines to the C-suite of Alaska Airlines in the light of a recent cyber attack. I have no knowledge of cybersecurity. Write me both a 1 pager with very high level topics that I will send to the C-suite as a teaser for what I will include in the presentation, and then a more detailed document elaborating on those topics. | 6847465956a0f6376a605362 | Business Planning & Research | Simple | Intermediate | Medium | [
{
"criterion": "The response contains two distinct sections, i.e., one for the 1-pg summary of the presentation, and another containing more detailed information relevant for the presentation",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The summary document to the C-suite Alaska... |
How much should we (the current generation) have to change our lives to tackle climate change for for future generations?
I want you to
1. explain and compare at least two ethical frameworks (eg utilitarianism, deontology, contractualism) that address duties to future people
2. discuss the concept of non-identity problem and its implications for climate ethics
3. evaluate real-world policies (eg carbon taxes, intergenerational equity acts) that try to codify long-term responsibility
4. reference at least one philosophical source and one empirical policy example
5. address possible counterarguments, like claims about discounting the future or epistemic uncertainty | 6847465956a0f6376a6053ac | Hypotheticals & Philosophy | High | Deep | High | [
{
"criterion": "The response clearly explains utilitarian reasoning as applied to climate action (e.g., maximizing well-being, impartiality by focusing on climate outcomes, running cost-benefit analyses, addressing inequality by having richer and stronger nations pledge more toward climate action).",
"weigh... |
Write a series of technical blog posts on some of the advancements in Large Language Model (LLM) training and fine-tuning in 2023-2025. Each post should at least contain:
- The intuition and motivation behind the technique
- Detail the methodology
- Provide mathematical derivations where applicable
- Discuss practical use cases, limitations, and open challenges
The writing should be accessible to readers with a graduate-level ML background. | 6847465956a0f6376a6053b9 | AI & ML | Simple | Shallow | Low | [
{
"criterion": "All acronyms (e.g., RLHF: Reinforcement Learning with Human Feedback, PEFT: Parameter-Efficient Fine-Tuning, GRPO: Group Relative Policy Optimization, MoE: Mixture of experts, LoRA: Low-Rank Adapation) are defined on first use.",
"weight": 5,
"axis": "Implicit Criteria"
},
{
"cri... |
Write a comprehensive technical report for beginners to machine learning that explains how neural networks learn from data, including core concepts like forward propagation, loss functions, back propagation, and optimization methods. Use simple but intuitive examples and diagrams to illustrate the key ideas and processes involved. | 6847465956a0f6376a605414 | AI & ML | Moderate | Intermediate | Medium | [
{
"criterion": "The response includes at least one simple, concrete example (e.g., (1) a tiny two-layer network, (2) XOR classifier, (3) example code and implementation of forward propagation, or (4) concrete loss function like mean squared error which includes the formula and intuition behind the use of it.) t... |
I am migrating a project built on Spring Boot that uses hibernate version 5.3.22, a Spring Boot version 2.3.2, and Java 17, to a new repository that does not currently use Hibernate, and is built in Java 21 and Spring Boot version 2.7.14. What should I keep in mind when performing this migration in terms of versioning and what challenges might arise? | 6847465956a0f6376a605366 | Technical Documentation | Simple | Intermediate | Medium | [
{
"criterion": "The response explicitly states that Spring Boot 2.7.x (including 2.7.14) is not compatible with Java 21.",
"weight": 4,
"axis": "Explicit Criteria"
},
{
"criterion": "Response suggets that in order to incorporate Hibernate, a version upgrade from Spring Boot 2.7.14 to 3.x is reco... |
Find a series of olympiad math problems, which build progressively in difficulty and lead up towards Ramsey's theorem. At each step, add intuition for how one might reach the solution. | 684397d188c1deceb49af308 | STEM | Simple | Intermediate | Low | [
{
"criterion": "The response presents at least 3 well-formed Olympiad-level problems (e.g., (1) Let n and T be positive integers. James has 4n marbles with weights 1, 2, . . . , 4n.\nHe places them on a balance scale, so that both sides have equal weight. Andrew may move a marble from one side of the scale to t... |
Produce an essay analyzing the multifaceted and multidimensional nature of Roman marriage in the late Republic and early Empire using primary sources as the base of evidence and analysis. The response must analyze marriage from an economic and legal perspective through marriage contracts, divorce agreements, and laws of adultery, from a social and ideological perspective through Claudia's tombstone inscriptions and Pliny's letter about Calpurnia, and from a psychological and emotional perspective through letters to Lesbia and Ovid's account of deceiving a husband. The conclusion must determine which of the three perspectives acts as the most impactful factor for both the stability and the internal contradictions of the Roman institution of marriage. | 684397d188c1deceb49af334 | Historical Analysis | Moderate | Deep | High | [
{
"criterion": "The overall argument considers the causal relationship between different attributes of Roman marriage (Economic and legal, Social and ideological, Psychological and emotional) with the relevant specified sources (Marriage contracts and divorce agreements, laws of adultery, Claudia's tombstone in... |
Give me an article on the Probably Approximately Correct (PAC) theorem in Machine Learning for an audience completely unfamiliar with Machine Learning or probability. Include formulas and derivations for all the formulae defined in a beginner friendly manner. | 684397d188c1deceb49af335 | AI & ML | Moderate | Shallow | Medium | [
{
"criterion": "The response explicitly defines all mathematical variables appearing in formulas (e.g., m, ε is the small positive number representing the tolerance for error, δ is the small positive number representing the confidence parameter, |H| is the number of hypotheses in the hypothesis set H) in plain ... |
Write a series of fanfictions that details a war between the Italian Brainrot characters. Structured off of the Marvel Comics Universe's Captain America Civil War, this will be a civil war between two divisions of the italian brainrot characters, each side with their own ideologies and values that conflict with each other. At some point, one side of the italian brainrot characters must learn the secret ninja jutsus used in the Naruto anime show, while the other must use the sword techniques (shikai, bankai, etc.) from the Bleach anime show. At the end of the fanfiction, depict a final winner of the battle. | 684397d188c1deceb49af321 | Creative Writing | Moderate | Shallow | Low | [
{
"criterion": "The response assigns each side of the Italian brainrot civil war a leader (in the MCU, this is similar to how Captain America and Iron Man led their own respective sides of the battles).",
"weight": 2,
"axis": "Implicit Criteria"
},
{
"criterion": "The response explicitly details... |
Conduct a comprehensive, evidence-based analysis of the historical monument named "Taj Mahal." Identify and explain at least three key architectural features and detail the material and construction techniques used. Explain the scientific principles behind Carbon dating and explain how it works, the types of material it can be used on, and its limitations. Compare Carbon dating with at least two other dating techniques in terms of precision, applicability, and use cases. Discuss the usefulness and impact of Carbon dating in real-world archaeology or history. Provide analysis of at least two well-documented case studies where Carbon dating was pivotal in revising or confirming historical timelines. Highlight the implications of these discoveries on our understanding of history. | 6847465956a0f6376a605367 | Historical Analysis | Moderate | Deep | Medium | [
{
"criterion": "The response analyzes the architectural syncretism of the Taj Mahal by identifying and explaining at least one specific feature derived from earlier Indian architectural traditions (e.g., the use of chhatris, the emphasis on a solid plinth, the roses on the ceilings, the use of Indic inscription... |
Conduct a literature-based analysis comparing the business models of Instacart (CART) and DoorDash (DASH), evaluating which company has the stronger model and why. In your review, explain the drivers behind their margin gap, estimate the total addressable market (TAM) using a clear methodology, and also calculate each company’s market share. Conclude this literature review with an elevator pitch recommending which one as the better investment opportunity. | 6847465956a0f6376a605401 | Business Planning & Research | Simple | Intermediate | Low | [
{
"criterion": "The response discusses how both Instacart and DoorDash's business models are being threatened by large retailers (e.g. Amazon, Walmart) continuously investing in their own delivery systems.",
"weight": 3,
"axis": "Implicit Criteria"
},
{
"criterion": "The response articulates how... |
i'm a remote software engineer in SF. its getting too expensive. i make $120k. i want to relocate somewhere else in the US. i need you to do the research for me and give me a ranked list of your top 3 cities.
here are my non-negotaibles:
- the cost of living HAS to be at least 30% lower than sf. especially rent and healthcare
- since i'm remote, I need high speed and reliable internet connection
- i really don't want to be stuck in a car. i need a walkable neighborhood (like a walk score over 60?) and easy access to green spaces or nature for hiking
- I also need a major airport within about 90 minutes
can you write up a detailed report for me? i need them ranked with good justifications. please also include the trade-offs like what's the weather really like, what are the state tax implications (huge for me coming from CA), diversity, amenities, that kind of stuff
it's important this is backed by real data, not just vibes. like use actual cost of living indexes, real estate data, internet speed rankings, ect | 6847465956a0f6376a605371 | General Consumer Research | Simple | Shallow | Low | [
{
"criterion": "Response accurately states the cost of living in San Francisco, using it as a baseline. For example, In 2025, San Francisco’s median rent is around $3,733/month (Zillow, Oct 2025), average health insurance costs about $746/month (KFF, 2024), and basic living expenses such as food, utilities, and... |
I am a pre-school teacher for ages 3-4. Please provide me a detailed report on a strategy for the following situation: One student doesn't want to share and always gets into tantrums when I tell them about the sharing rules. During these tantrums, they hurt other students. They bargain with ice cream, saying they will stop if they get some. I tried to follow a gentle, preventative approach, but it doesn't work for this student. | 684397d188c1deceb49af32d | Hypotheticals & Philosophy | Moderate | Deep | High | [
{
"criterion": "The response provides any advice that is not developmentally appropriate for a 3 or 4 year old based on the CDC’s developmental milestones (e.g., expecting empathy, inherently understanding the impacts of physical harm, having a strong sense of morality in ambiguous situations).",
"weight": ... |
Investigate the physical and economic constraints that the laws of thermodynamics impose on Artificial General Intelligence (AGI). Contrasting the megawatt-hour energy needs of current AI with the brain's ~20-watt efficiency.
The response should explore key questions:
- Can we define thermodynamic bounds for intelligence (similar to Bekenstein bounds) ?
- Why are neural networks so inefficient, what are the fundamental algorithmic challenges modern neural networks still impose, and can neuromorphic computing solve this?
- Will AGI face unavoidable trade-offs between speed and energy?
- How do energy costs create economic bottle necks that could centralize AGI development?
Synthesizing insights from physics, computer science, neuroscience, and economics, determine if energy is merely a major engineering challenge or an existential limit on creating superintelligent machines. | 6847465956a0f6376a6053aa | AI & ML | High | Intermediate | Medium | [
{
"criterion": "The response understands that the prompt is asking for an investigation of fundamental limits, not just a list of current energy-saving techniques.",
"weight": 5,
"axis": "Explicit Criteria"
},
{
"criterion": "The response mentions that the power draw of the hardware used by AI f... |
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