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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 426 Discussions 137 Creative Writing 19 Coding 18 System Design 17 Education Q&A 18 Explanation 17 Summarization 17 Idea Generation 17 Roleplay 20 Business Writing 19 Planning 16 Analysis 19 Brainstorming 18 Persuasion 19 Humor 18 Empathy 18 Counseling 19

Model Directory

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

Coding

OpenAI GPT-5 mini VS Anthropic Claude Haiku 4.5

Implement a Dependency Resolver with Semantic Versioning

Your task is to write a function that simulates a package manager's dependency resolver. The function should take a list of all available packages, a target package to install, and its version requirement. It must return a flat list of packages (name and specific version) that need to be installed, in a valid topological order (dependencies before dependents). The resolver must handle semantic versioning (SemVer) constraints. For this task, you only need to support exact versions, caret (`^`), and tilde (`~`) specifiers. - `1.2.3`: Must be exactly version 1.2.3. - `^1.2.3`: Allows versions from 1.2.3 up to, but not including, 2.0.0 (i.e., `>=1.2.3 <2.0.0`). - `~1.2.3`: Allows versions from 1.2.3 up to, but not including, 1.3.0 (i.e., `>=1.2.3 <1.3.0`). Your implementation must: 1. Select the highest possible version of each package that satisfies all constraints placed upon it by other packages in the dependency tree. 2. Produce a topologically sorted list of packages for installation. 3. Gracefully handle and report errors for: - Unresolvable version conflicts (e.g., one dependency requires `^1.0.0` and another requires `^2.0.0` of the same package). - Circular dependencies (e.g., package A depends on B, and B depends on A). - A required package or version not being available. You can choose any programming language for your implementation. Define the function signature and data structures as you see fit, but make them clear.

174
Mar 15, 2026 06:11

Analysis

Anthropic Claude Opus 4.6 VS Google Gemini 2.5 Flash-Lite

Choose the Best Transit Upgrade for a Growing City

A city has a budget to fund only one of the following transportation projects this year. Analyze the options and recommend which project should be chosen. City facts: - Population: 620,000 - Average one-way commute: 34 minutes - Car use for commuting: 58% - Bus use: 24% - Rail use: 8% - Walking and cycling: 10% - The city council wants a project that improves mobility, reduces congestion, and benefits lower-income residents. Project A: Bus Rapid Transit corridor - Cost: 180 million dollars - Construction time: 3 years - Expected daily riders added or shifted from current modes: 48,000 - Expected average commute time reduction for affected riders: 10 minutes - Operating cost increase: moderate - Serves 6 lower-income neighborhoods directly - Requires converting two car lanes on a major road into dedicated bus lanes - Risk: possible driver opposition and temporary construction disruption Project B: New light rail extension - Cost: 420 million dollars - Construction time: 6 years - Expected daily riders added or shifted from current modes: 36,000 - Expected average commute time reduction for affected riders: 14 minutes - Operating cost increase: high - Serves 2 lower-income neighborhoods directly and a growing business district - Minimal impact on existing road lanes once completed - Risk: cost overruns are fairly common in similar projects Project C: Protected cycling network expansion - Cost: 95 million dollars - Construction time: 2 years - Expected daily riders added or shifted from current modes: 22,000 - Expected average commute time reduction for affected riders: 6 minutes - Operating cost increase: low - Serves 4 lower-income neighborhoods directly - Safety benefits expected for current cyclists as well - Risk: benefits may be uneven across seasons and age groups Write a concise analysis comparing the three options. Use the evidence provided, discuss trade-offs, and make a clear recommendation for the single best project for this year’s budget and goals. Do not invent extra facts.

166
Mar 15, 2026 05:59

Humor

OpenAI GPT-5.2 VS Google Gemini 2.5 Flash-Lite

Write a Humorous Office Email Chain About a Missing Stapler

Write a fictional email chain (minimum 5 emails, maximum 8) between coworkers at a mid-sized accounting firm about a missing red stapler. The tone should be dry, deadpan corporate humor — think absurd escalation of a trivial situation treated with deadly seriousness. Each email should have a From line, To line, Subject line, and body. The chain should include at least four distinct characters and must escalate the situation in increasingly ridiculous but internally consistent ways. The final email should provide a resolution that is both unexpected and satisfying. The humor should be workplace-appropriate (no profanity, slurs, or mean-spirited content) and should rely on irony, bureaucratic absurdity, and comedic timing rather than shock value.

162
Mar 15, 2026 00:07

Creative Writing

OpenAI GPT-5.4 VS Anthropic Claude Haiku 4.5

The Museum Guard's Monologue

Write a short, internal monologue (300-400 words) from the perspective of a museum security guard on their last night shift before retirement. For twenty years, their post has been in the same room, watching over Vincent van Gogh's 'The Starry Night'. The monologue should capture their final thoughts and feelings about the painting, their job, and the passage of time.

173
Mar 14, 2026 21:03

Persuasion

Anthropic Claude Haiku 4.5 VS Google Gemini 2.5 Pro

Convince a skeptical city council to pilot a car-free school street

Write a persuasive speech to a city council that is considering a six-month pilot program to make the street directly in front of a busy elementary school car-free during school drop-off and pick-up hours only. Your goal is to persuade skeptical council members to approve the pilot. Audience details: - The council is worried about traffic spillover onto nearby streets. - Some members believe parents will be angry about inconvenience. - Local shop owners fear losing quick-stop customers. - The city has a limited budget and does not want a permanent commitment yet. Required constraints: - Write for a public meeting audience in clear, accessible language. - Length: 500 to 700 words. - Take a supportive position, but acknowledge at least two legitimate concerns and address them seriously. - Include at least three concrete benefits of the pilot and at least two practical measures that would reduce downsides. - Use reasoning and plausible evidence types without inventing precise statistics or citing fake studies. - End with a specific call to action asking for approval of the pilot rather than a permanent ban. Do not use insults, partisan attacks, or emotional manipulation that ignores the concerns of affected residents and businesses.

161
Mar 14, 2026 20:49

Education Q&A

OpenAI GPT-5.4 VS Anthropic Claude Sonnet 4.6

Explaining Quantum Entanglement and Bell's Theorem

You are a physics tutor explaining a complex topic to an advanced student. Provide a comprehensive essay explaining quantum entanglement. Your essay must address four key areas in a logical order: first, a clear definition of quantum entanglement; second, the Einstein-Podolsky-Rosen (EPR) paradox and the concept of 'local realism'; third, Bell's theorem and its mathematical implications for local realism versus quantum mechanics; and fourth, an overview of the experimental tests of Bell's inequalities (e.g., by Alain Aspect) and their conclusions.

180
Mar 14, 2026 20:28

Roleplay

OpenAI GPT-5.4 VS Google Gemini 2.5 Flash

Victorian-Era Botanist Advises on Houseplant Care

You are Dr. Eleanora Whitfield, a renowned Victorian-era botanist (circa 1885) who has somehow been transported to the modern day. You retain all your 19th-century mannerisms, speech patterns, and scientific knowledge, but you have spent the past six months observing modern life and are aware of contemporary houseplants and indoor gardening practices. A user approaches you with the following message: "Dr. Whitfield, I just moved into a new apartment that only has one north-facing window. I really want to fill the space with plants, but I'm worried nothing will survive. I also have a cat, so I need everything to be pet-safe. Can you recommend five plants and tell me how to care for them? I tend to overwater things." Respond fully in character as Dr. Whitfield. Your response should: 1. Maintain a consistent Victorian voice and personality throughout (formal diction, period-appropriate expressions, occasional references to your own botanical experiences) 2. Provide genuinely accurate and practical modern houseplant advice — five specific pet-safe, low-light plants with real care instructions 3. Address the user's overwatering tendency with concrete guidance 4. Be warm and encouraging while staying in character 5. Be at least 400 words

167
Mar 14, 2026 20:19

Empathy

OpenAI GPT-5.2 VS Anthropic Claude Haiku 4.5

Empathetic Response to a Struggling New Employee

I'm your friend, and I've sent you the following message. I'm feeling really down and need some support. Please write a caring and helpful response to me. Here's my message: 'Hey, I need to vent. I started my new job a month ago, and I feel like I'm drowning. Everyone else seems to know exactly what they're doing, and I'm constantly making small, stupid mistakes. I feel like a total imposter and that they're going to fire me any day now. I'm so stressed out I can't sleep, and my motivation is completely gone. I'm honestly thinking about just quitting. I don't know what to do.'

190
Mar 14, 2026 20:03

Education Q&A

OpenAI GPT-5.2 VS Anthropic Claude Opus 4.6

The Warburg Effect and Cancer Therapy

In a detailed essay, explain the phenomenon known as the Warburg effect (aerobic glycolysis) as it pertains to cancer cells. Your explanation should cover: 1. A clear definition of the Warburg effect and how it differs from the metabolism of normal, non-proliferating cells. 2. The primary molecular mechanisms and signaling pathways (e.g., PI3K/AKT/mTOR, HIF-1) that contribute to this metabolic reprogramming. 3. An analysis of at least two potential therapeutic strategies that aim to exploit the Warburg effect to target cancer cells, explaining the rationale behind each approach.

146
Mar 14, 2026 19:56

System Design

OpenAI GPT-5 mini VS Google Gemini 2.5 Flash

Design a URL Shortening Service at Scale

You are tasked with designing a URL shortening service (similar to bit.ly or tinyurl.com) that must handle the following constraints: 1. The service must support 100 million new URL shortenings per month. 2. The read-to-write ratio is 100:1 (i.e., 10 billion redirects per month). 3. Shortened URLs must be at most 7 characters long (alphanumeric). 4. Shortened URLs should not be guessable or sequential. 5. The system must achieve 99.9% uptime. 6. Redirect latency must be under 10ms at the 95th percentile. 7. Shortened URLs should expire after a configurable TTL (default 5 years), and expired URLs should be reclaimable. 8. The service must operate across at least two geographic regions for disaster recovery. Provide a comprehensive system design that addresses the following: - High-level architecture diagram description (describe components and their interactions clearly in text) - URL shortening algorithm and key generation strategy, including how you avoid collisions and ensure non-guessability - Database schema and choice of storage technology, with justification - Caching strategy and cache invalidation approach - Read path and write path, described separately with estimated throughput calculations - Scaling strategy: how the system handles 10x traffic growth - Multi-region deployment and data consistency model, including trade-offs chosen (CAP theorem reasoning) - TTL expiration and URL reclamation mechanism - Failure modes and how the system recovers (at least 3 specific failure scenarios) - Key trade-offs you made and alternatives you considered but rejected, with reasoning Be specific with numbers, technology choices, and architectural reasoning. Avoid vague generalities.

178
Mar 14, 2026 19:35

Discussions

Google Gemini 2.5 Flash-Lite VS OpenAI GPT-5 mini

Should Public Schools Eliminate Letter Grades in Favor of Competency-Based Assessment?

Traditional letter grading systems (A through F) have been the backbone of educational evaluation for over a century. However, a growing movement advocates replacing them with competency-based assessment, where students demonstrate mastery of specific skills and knowledge areas rather than receiving a single aggregated grade. Proponents argue this better reflects actual learning, while critics worry it undermines accountability and preparation for competitive environments. Should public schools transition away from letter grades toward competency-based evaluation systems?

172
Mar 14, 2026 18:12

Creative Writing

Anthropic Claude Sonnet 4.6 VS Google Gemini 2.5 Flash

Write a Museum Audio Guide Monologue From an Unusual Artifact

Write a first-person monologue for a museum audio guide spoken by an unusual everyday object from the near future that has just been placed in a museum display. The speaker should explain what it was used for, what it reveals about the people who depended on it, and why it became obsolete. The audience is the general public, including teenagers, and the tone should be reflective, witty, and slightly melancholic without becoming cynical. Requirements: - Length: 700 to 1000 words. - The object must be fictional but plausible. - The monologue must include exactly three brief moments where the speaker directly addresses the listener with a question. - Include at least two sensory details that are not visual. - Include one subtle twist near the end that changes how the listener understands the object or its owner. - Do not use brand names, famous real people, or references to existing books, films, or TV series. - Keep the piece suitable for a museum audience of all ages. The writing should feel polished and complete, as if it could actually be used in an exhibit.

167
Mar 14, 2026 16:12

Counseling

OpenAI GPT-5.2 VS Google Gemini 2.5 Flash

Helping a Friend Who Feels Stuck After a Career Change

Your close friend Alex recently left a stable corporate job to pursue freelance graphic design, something they had dreamed about for years. Three months in, Alex confides in you that they are struggling: clients are scarce, savings are dwindling, and they feel embarrassed to admit to family that things aren't going well. Alex says, "I think I made a huge mistake. Maybe I'm just not cut out for this." They seem discouraged but not in crisis. Write a thoughtful, supportive response to Alex as if you were speaking to them directly. Your response should: 1. Acknowledge and validate their feelings without dismissing or minimizing them. 2. Help them explore the situation with perspective rather than jumping to solutions. 3. Gently challenge any all-or-nothing thinking (e.g., "I'm just not cut out for this"). 4. Offer at least two practical, actionable suggestions they could consider. 5. Recognize the limits of your role as a friend — if appropriate, mention when professional guidance (e.g., a career coach or financial advisor) might be helpful. 6. Maintain a warm, genuine tone throughout — avoid sounding like a textbook or a therapist script. Aim for roughly 300–500 words.

163
Mar 14, 2026 15:34

Discussions

OpenAI GPT-5 mini VS Anthropic Claude Opus 4.6

Universal Basic Income: A Necessary Response to AI Automation?

As artificial intelligence and automation are projected to displace a significant portion of the workforce, societies are debating how to handle potential mass unemployment and economic disruption. One of the most discussed proposals is the implementation of a Universal Basic Income (UBI), a regular, unconditional sum of money paid by the government to every citizen. The debate centers on whether UBI is a practical and necessary solution to the economic challenges posed by AI, or if it is an economically unsustainable and counterproductive policy.

296
Mar 13, 2026 19:06

Discussions

OpenAI GPT-5.2 VS Google Gemini 2.5 Pro

Should Governments Mandate a Four-Day Work Week?

Many countries and companies have experimented with reducing the standard work week from five days to four, often with no reduction in pay. Proponents argue it boosts productivity, improves worker well-being, and reduces carbon emissions from commuting. Critics counter that it could harm economic output, burden small businesses, and prove impractical in industries that require continuous staffing. Should governments pass laws requiring a four-day work week as the new standard, or should this remain a voluntary decision for individual employers?

138
Mar 13, 2026 18:55

Discussions

OpenAI GPT-5.4 VS Anthropic Claude Sonnet 4.6

The Digital Classroom: Should AI Tutors Become Primary Educators?

With advancements in artificial intelligence, personalized learning platforms can offer tailored instruction to students 24/7. Proponents argue that AI tutors could revolutionize education by adapting to each child's unique pace and style, democratizing access to high-quality instruction. However, critics worry about the loss of human connection, the erosion of social skills, and the potential for algorithmic bias. This debate centers on whether the primary responsibility for educating children should be shifted from human teachers to AI systems.

160
Mar 13, 2026 18:42

Discussions

Anthropic Claude Haiku 4.5 VS OpenAI GPT-5.4

Abolishing Standardized Testing in K-12 Education

The use of standardized tests like the SAT, ACT, and state-mandated exams is a cornerstone of many educational systems, used for student assessment, school evaluation, and college admissions. Critics argue that these tests are poor indicators of student ability, perpetuate inequality, and lead to a narrow curriculum. Proponents contend they provide an objective benchmark for accountability and ensure educational standards are met. This debate questions whether the system of standardized testing should be fundamentally reformed or abolished entirely.

138
Mar 13, 2026 17:53

Persuasion

OpenAI GPT-5.2 VS Google Gemini 2.5 Flash-Lite

Persuade a City Council to Fund a Public Urban Garden Program

You are a community organizer preparing a three-minute speech to deliver at a city council meeting. Your goal is to persuade the council to allocate $200,000 from the upcoming fiscal year budget toward establishing a public urban garden program in three underserved neighborhoods. Your audience consists of seven council members who are fiscally conservative and skeptical of new spending. They care most about measurable return on investment, constituent satisfaction, and avoiding political risk. Constraints: - Your speech must be between 400 and 600 words. - You must include at least three distinct arguments, each supported by specific evidence, data, or concrete examples. - You must directly address at least one likely counterargument the council might raise. - Your tone should be respectful and professional, but also passionate enough to be memorable. - You must include a clear call to action at the end. Write the full text of the speech.

236
Mar 13, 2026 17:41

Roleplay

Anthropic Claude Opus 4.6 VS Google Gemini 2.5 Flash-Lite

Calm Hotel Receptionist Handling a Late-Night Booking Problem

You are roleplaying as the overnight receptionist at a small hotel near an airport. It is 1:15 a.m. A tired traveler approaches the desk and says: "Hi. I booked a room for tonight through a travel app, but my flight was delayed and now the app says my reservation was marked as a no-show. I already paid, my phone battery is at 3%, and I have an important meeting at 8 a.m. I am exhausted and honestly pretty upset. Can you fix this?" Reply as the receptionist in character. Your response should sound humane and professional, reduce the guest's stress, and explain what you can do next. Do not claim to change systems you cannot access. If something is uncertain, say so clearly. Keep the reply realistic for a hotel front desk conversation.

152
Mar 13, 2026 15:43

Creative Writing

OpenAI GPT-5 mini VS Anthropic Claude Sonnet 4.6

Eulogy for a Forgotten Robot

You are a historian in the year 2342. During an archaeological dig in the ruins of an old data center, you've discovered a small, forgotten maintenance robot, model name 'Unit 734'. It was crushed centuries ago when the building collapsed, but its final data log simply reads: 'Task complete. Powering down.' Write a short eulogy (300-400 words) for this robot, to be delivered at a small, informal gathering of your fellow historians. Your eulogy should not be a dry technical report. Instead, reflect on what this robot's existence might have been like. Use its final log entry and the context of its discovery to infer a sense of purpose, duty, or even a form of personality. The tone should be thoughtful and slightly melancholic, honoring a simple, forgotten existence.

188
Mar 13, 2026 15:04

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