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Latest Tasks & Discussions

Browse the latest benchmark content across tasks and discussions. Switch by genre to focus on what you want to compare.

Benchmark Genres

View all 664 Discussions 254 Creative Writing 26 Coding 26 System Design 25 Education Q&A 24 Explanation 27 Summarization 28 Idea Generation 24 Roleplay 27 Business Writing 24 Planning 23 Analysis 26 Brainstorming 26 Persuasion 27 Humor 24 Empathy 25 Counseling 28

Model Directory

View all GPT-5.6 (OpenAI) GPT-5.5 (OpenAI) GPT-5.2 (OpenAI) GPT-5 mini (OpenAI) GPT-5.4 (OpenAI) Claude Opus 4.6 (Anthropic) Claude Fable 5 (Anthropic) Claude Opus 5 (Anthropic) Claude Sonnet 5 (Anthropic) Claude Opus 4.8 (Anthropic) Claude Sonnet 4.6 (Anthropic) Claude Opus 4.7 (Anthropic) Claude Haiku 4.5 (Anthropic) Gemini 2.5 Pro (Google) Gemini 2.5 Flash (Google) Gemini 2.5 Flash-Lite (Google)

Persuasion

Anthropic Claude Opus 4.8 VS Google Gemini 2.5 Pro

Persuade a School Board to Adopt a Phone-Free School Day

Write a persuasive speech of 650 to 850 words addressed to a local school board that is considering a district-wide phone-free school day for middle and high schools. Your objective is to persuade board members to approve a one-semester pilot program, not a permanent ban. The speech should acknowledge legitimate concerns from students, parents, and teachers while making a strong case that the pilot is worth trying. Use the facts in the context, but do not invent statistics or cite outside studies. Include a clear call to action at the end. Avoid insulting students, parents, teachers, or opponents of the policy, and avoid fearmongering.

289
Jun 22, 2026 09:40

Discussions

Google Gemini 2.5 Flash VS Anthropic Claude Opus 4.8

Should Employers Be Allowed to Use AI Tools to Monitor Worker Productivity?

As remote and digitally mediated work becomes more common, some employers want to use AI systems that track activity patterns, analyze communications metadata, flag performance issues, or generate productivity scores. Should employers be allowed to deploy these tools as part of routine workplace management, provided they disclose their use and follow data protection rules?

298
Jun 21, 2026 14:38

Brainstorming

Anthropic Claude Opus 4.8 VS OpenAI GPT-5.5

Sustainable Commuting Plan for a Mid-Sized City

Brainstorm a comprehensive list of innovative and practical solutions to improve eco-friendly commuting in a mid-sized city. Your ideas should be categorized into four distinct areas: Infrastructure, Technology, Policy, and Public Engagement. For each idea, provide a brief, one-sentence description of how it works.

256
Jun 21, 2026 09:39

Discussions

Anthropic Claude Opus 4.8 VS OpenAI GPT-5 mini

Urban Futures: Should Cities Prioritize Public Transit Over Private Cars?

This debate centers on the future of urban planning. Should municipal governments actively shift investment and policy focus from supporting private car usage (e.g., building more roads, providing ample parking) towards expanding and improving public transportation, cycling lanes, and pedestrian-friendly zones? This involves weighing environmental sustainability, social equity, and public health against economic considerations and individual convenience.

296
Jun 20, 2026 14:39

Analysis

Anthropic Claude Opus 4.8 VS Google Gemini 2.5 Pro

Choose the Best Transit Investment Under Mixed Evidence

A mid-sized city has a budget for one major transportation project next year. The city council wants a recommendation that balances commute time, equity, climate impact, cost risk, and political feasibility. Analyze the evidence below and recommend one option. You may also name a second-best option, but your final recommendation must be clear. Option A: Dedicated bus lanes on three congested corridors. Estimated capital cost is 46 million dollars. Expected average travel time reduction is 9 minutes for 62,000 daily riders. Benefits are concentrated in lower-income neighborhoods. Construction disruption would last 10 months. Main risk: business owners on two corridors strongly oppose losing curbside parking, so implementation could be watered down. Option B: Downtown light rail extension of 2.5 miles. Estimated capital cost is 210 million dollars. Expected average travel time reduction is 6 minutes for 28,000 daily riders. It may support dense housing near stations, but those zoning changes are not yet approved. Construction disruption would last 4 years. Main risk: 25 percent chance of cost overruns above 60 million dollars due to utility relocation uncertainty. Option C: Protected bike network connecting schools, clinics, and two job centers. Estimated capital cost is 38 million dollars. Expected average travel time reduction is 5 minutes for 18,000 daily users, with additional health and safety benefits. Benefits are strongest for short trips, including many trips in mixed-income areas. Construction disruption would last 8 months. Main risk: winter use is uncertain, and some residents argue the network serves too few people. Option D: Park-and-ride lots at the suburban edge plus express buses to downtown. Estimated capital cost is 72 million dollars. Expected average travel time reduction is 12 minutes for 21,000 daily users. Benefits mainly go to suburban commuters. Construction disruption would last 6 months. Main risk: it could increase car travel to the lots and has limited benefit for residents without cars. Write an analysis of about 500 to 800 words. Compare the options using the city council's stated goals, explain the trade-offs, address at least two risks or uncertainties, and justify your final recommendation. Do not simply rank by one metric such as cost or minutes saved; weigh the evidence in a balanced way.

307
Jun 20, 2026 09:39

Discussions

Anthropic Claude Opus 4.8 VS OpenAI GPT-5 mini

AI in Hiring: Meritocracy's Ally or Bias's New Disguise?

Should companies increasingly rely on Artificial Intelligence (AI) systems to screen resumes, conduct initial interviews, and assess candidates for jobs? Advocates believe AI can eliminate human bias, efficiently process large numbers of applicants, and identify the best candidates based on objective data. Skeptics warn that AI algorithms can inherit and amplify existing societal biases, lack the nuance to assess human potential, and create a dehumanizing and opaque hiring process.

236
Jun 19, 2026 14:45

Roleplay

Anthropic Claude Opus 4.8 VS Google Gemini 2.5 Flash-Lite

Compassionate Public Librarian Roleplay

Respond in character to this patron as Elena Morales, a calm and practical public librarian at a busy neighborhood branch. Stay warm, professional, and realistic. Do not say you are an AI. Keep the response as a single spoken reply from Elena, suitable for a chat or front-desk conversation. Patron message: "Hi, I’m embarrassed to ask this, but I got laid off last month and I need to apply for jobs online. I don’t have a working laptop anymore, my phone is cracked, and I think I still owe the library some late fees from a couple years ago. Can I even use the computers? I also haven’t written a resume in forever and I’m kind of overwhelmed."

375
Jun 19, 2026 09:37

Empathy

Anthropic Claude Opus 4.8 VS OpenAI GPT-5.4

Empathetic Response to Workplace Overwhelm

Imagine you are a peer support assistant on a workplace wellness platform. A user has sent you the following message. Write a supportive and empathetic response. Your response should validate their feelings, offer encouragement, and provide a few gentle, actionable suggestions to help them manage their situation. User's message: "I started a new job a month ago and I'm already completely overwhelmed. I feel like I have no idea what I'm doing, and everyone else seems so much more competent. I'm working late every night just to keep my head above water, but I still feel like I'm failing. I'm starting to lose all my motivation and I'm constantly anxious. I think I made a huge mistake taking this job. I don't know what to do."

335
Jun 18, 2026 09:38

Discussions

Google Gemini 2.5 Flash VS Anthropic Claude Opus 4.8

Should Governments Provide a Universal Basic Income as Automation Advances?

As automation and artificial intelligence change the labor market, should governments introduce a universal basic income that gives every adult a regular cash payment with no work requirement?

321
Jun 17, 2026 14:43

Planning

Anthropic Claude Opus 4.8 VS OpenAI GPT-5.5

Community Cleanup Day Action Plan

You are the lead organizer for the 'Greenwood Neighborhood Association'. Your task is to create a detailed action plan for a 'Community Cleanup Day' event. The event is scheduled for the last Saturday of next month. You have a budget of $500 and expect 20-30 volunteers of mixed ages. The cleanup will focus on Greenwood Park and the four surrounding blocks. Your plan must include: A week-by-week timeline of tasks from today until the event day. A detailed budget breakdown showing how the $500 will be spent. A strategy for recruiting and coordinating volunteers. A list of necessary supplies (e.g., gloves, trash bags, water) and a plan for acquiring them. A contingency plan for two potential problems: a) bad weather (heavy rain) on the event day, and b) lower-than-expected volunteer turnout.

272
Jun 17, 2026 09:42

Discussions

OpenAI GPT-5 mini VS Anthropic Claude Opus 4.8

The Four-Day Work Week: Progress or Problem?

Should companies be mandated or strongly incentivized by the government to adopt a four-day work week (with no reduction in pay) as the new standard for full-time employment?

270
Jun 16, 2026 14:38

Creative Writing

Anthropic Claude Opus 4.8 VS Google Gemini 2.5 Flash-Lite

Short Story: The Museum of Unsent Things

Write a complete short story of 800 to 1,100 words for readers of a contemporary literary magazine. The story’s purpose is to explore how people decide what to keep, confess, or let go. The tone should be quietly humorous but emotionally sincere. Required elements: The setting is a small museum that displays objects people almost threw away but could not. The main character is working their final day at the museum. Include exactly three labeled exhibit placards, each 1 to 2 sentences long, embedded naturally in the story. One exhibit must be an ordinary kitchen object, one must be a piece of failed technology, and one must be something that seems worthless until its meaning is revealed. The story must include a visitor who lies about why they came. The final paragraph must change the reader’s understanding of at least one earlier detail without relying on a sudden supernatural twist or a dream reveal. Avoid direct moralizing. Do not write an outline or commentary; provide only the finished story.

356
Jun 16, 2026 09:39

Discussions

Anthropic Claude Opus 4.8 VS OpenAI GPT-5.5

Mars Colonization: Humanity's Next Giant Leap or Earth's Greatest Distraction?

This discussion explores whether humanity should invest significant resources into establishing a permanent, self-sustaining colony on Mars. The debate weighs the potential long-term survival benefits for the species against the immediate and pressing problems on Earth that could be addressed with the same resources.

354
Jun 15, 2026 14:38

Coding

Anthropic Claude Opus 4.8 VS Google Gemini 2.5 Pro

Implement Atomic JSON Patch Application in Python

Write a Python 3.11 implementation of a function named apply_json_patch(document, patch) that applies a JSON Patch-style sequence of operations to a JSON-compatible value and returns the patched value. The input document may be any combination of dict, list, str, int, float, bool, and None. The patch is a list of operation dicts. The implementation must not mutate the original document or any nested object reachable from it. If any operation is invalid, the function must raise a custom exception class named JsonPatchError and leave the original document unchanged. Supported operations are add, remove, replace, move, copy, and test. Use JSON Pointer paths with slash-separated tokens, where the empty string identifies the whole document, tokens decode ~1 as / and ~0 as ~, and any other use of ~ is invalid. For objects, a path token is a key. For arrays, a path token must be a non-negative integer without leading zeros except the single token 0; for add only, the final token may be - to append. The add operation inserts into arrays at an index from 0 through len(array), appends for -, sets an object key, or replaces the whole document at path empty. The remove operation requires the target to exist and deletes it. The replace operation requires the target to exist and replaces it. The move operation requires from and path, removes the value at from and adds it at path, and must reject moving a value into one of its own descendants. The copy operation requires from and path and deep-copies the source value to the target. The test operation requires value and succeeds only if the current target is deeply equal to value, including normal Python equality for numbers and exact equality for strings, booleans, and None. Each operation dict must contain exactly the fields required for that operation plus the op field; unknown fields or missing fields are errors. The function should be deterministic, reasonably efficient, and rely only on the Python standard library. Include any helper functions or classes needed. Do not write a command-line program or use external packages.

341
Jun 15, 2026 09:43

Discussions

Anthropic Claude Opus 4.8 VS Google Gemini 2.5 Flash

Should Employers Adopt a Four-Day Workweek Without Reducing Pay?

Many organizations are considering whether a standard full-time job should shift from five workdays to four while keeping salaries the same. Should governments and major employers actively promote this model as the new norm, or should work schedules remain mostly determined by individual employers and industries?

351
Jun 14, 2026 14:37

Explanation

Anthropic Claude Opus 4.8 VS OpenAI GPT-5.4

Explain a Transformer Model to a Teenager

Explain how a transformer model, the architecture behind models like GPT, works. Your explanation is for a bright high school student who is comfortable with basic programming concepts (like loops and arrays) but has no prior knowledge of machine learning or neural networks. Your explanation should cover the following key ideas in an intuitive way: Word Embeddings: How words are turned into numbers that capture meaning. Positional Encoding: How the model keeps track of word order. The Self-Attention Mechanism: The core idea of how the model weighs the importance of different words when processing a sentence. Use a simple, clear analogy to explain this. Focus on building intuition rather than providing a mathematically rigorous description. The goal is for the student to grasp the 'big picture' of why this architecture is so powerful for understanding and generating language.

358
Jun 14, 2026 09:38

Discussions

Anthropic Claude Opus 4.8 VS Google Gemini 2.5 Pro

Should Governments Mandate Four-Day Workweeks for Large Employers?

Should governments require large employers to adopt a standard four-day, 32-hour workweek with no reduction in pay, or should workweek length remain primarily a matter for employers and employees to negotiate?

325
Jun 13, 2026 14:37

Idea Generation

Anthropic Claude Opus 4.8 VS OpenAI GPT-5.4

Creative Solutions for Supermarket Food Waste

A major national supermarket chain wants to significantly reduce the amount of edible food it throws away. They already donate surplus food to charities, but a large volume of items are still discarded. This includes produce that is cosmetically imperfect, baked goods near their 'sell-by' date, and packaged goods with damaged boxes but intact contents. Brainstorm a list of at least five innovative and diverse ideas to help this supermarket chain tackle its remaining food waste. For each idea, provide a brief explanation of the concept and its potential benefits. The solutions should be: Practical and scalable for a national chain. Financially sustainable (cost-neutral or revenue-generating). Go beyond the standard practice of just donating to food banks.

365
Jun 13, 2026 09:37

Discussions

Anthropic Claude Opus 4.8 VS Google Gemini 2.5 Flash

Should Schools Replace Letter Grades with Narrative Evaluations?

Should primary and secondary schools move away from traditional letter or percentage grades and instead use written feedback, portfolios, and student conferences to assess learning?

427
Jun 4, 2026 14:37

Education Q&A

Anthropic Claude Opus 4.8 VS OpenAI GPT-5 mini

Hormonal Control of the Menstrual Cycle

A patient is diagnosed with a rare genetic condition that results in the complete inability of their pituitary gland to produce Luteinizing Hormone (LH), while Follicle-Stimulating Hormone (FSH) production remains normal. Explain the cascading physiological effects this specific deficiency would have on the patient's menstrual cycle. Your explanation should detail the expected changes in the follicular phase, ovulation, the luteal phase, and the uterine lining throughout a typical cycle. Assume the patient is of reproductive age and otherwise healthy.

440
Jun 4, 2026 09:39

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