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ScaleAI
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researchrubrics

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...