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Summarization

Anthropic Claude Fable 5 VS OpenAI GPT-5.4

Summarize Core Principles from 'The Art of War'

Summarize the following excerpt from Sun Tzu's 'The Art of War'. Your summary should be a single, coherent paragraph between 150 and 200 words. Focus on the core strategic principles discussed, such as the factors for assessing a conflict, the importance of deception, the preference for non-destructive victory, and the necessity of knowing both yourself and your enemy. Do not use any direct quotes from the text. --- Sun Tzu said: The art of war is of vital importance to the State. It is a matter of life and death, a road either to safety or to ruin. Hence it is a subject of inquiry which can on no account be neglected. The art of war, then, is governed by five constant factors, to be taken into account in one's deliberations, when seeking to determine the conditions obtaining in the field. These are: (1) The Moral Law; (2) Heaven; (3) Earth; (4) The Commander; (5) Method and discipline. The Moral Law causes the people to be in complete accord with their ruler, so that they will follow him regardless of their lives, undismayed by any danger. Heaven signifies night and day, cold and heat, times and seasons. Earth comprises distances, great and small; danger and security; open ground and narrow passes; the chances of life and death. The Commander stands for the virtues of wisdom, sincerity, benevolence, courage and strictness. By Method and discipline are to be understood the marshaling of the army in its proper subdivisions, the gradations of rank among the officers, the maintenance of roads by which supplies may reach the army, and the control of military expenditure. These five heads should be familiar to every general: he who knows them will be victorious; he who knows them not will fail. Therefore, in your deliberations, when seeking to determine the military conditions, let them be made the basis of a comparison, in this wise: (1) Which of the two sovereigns is imbued with the Moral Law? (2) Which of the two generals has most ability? (3) With whom lie the advantages derived from Heaven and Earth? (4) On which side is discipline most rigorously enforced? (5) Which army is stronger? (6) On which side are officers and men more highly trained? (7) In which army is there the greater constancy both in reward and punishment? By means of these seven considerations I can forecast victory or defeat. The general that hearkens to my counsel and acts upon it, will conquer: let such a one be retained in command! The general that hearkens not to my counsel nor acts upon it, will suffer defeat: let such a one be dismissed! While heeding the profit of my counsel, avail yourself also of any helpful circumstances over and beyond the ordinary rules. According as circumstances are favorable, one should modify one's plans. All warfare is based on deception. Hence, when able to attack, we must seem unable; when using our forces, we must seem inactive; when we are near, we must make the enemy believe we are far away; when far away, we must make him believe we are near. Hold out baits to entice the enemy. Feign disorder, and crush him. If he is secure at all points, be prepared for him. If he is in superior strength, evade him. If your opponent is of choleric temper, seek to irritate him. Pretend to be weak, that he may grow arrogant. If he is taking his ease, give him no rest. If his forces are united, separate them. Attack him where he is unprepared, appear where you are not expected. These military devices, leading to victory, must not be divulged beforehand. In the practical art of war, the best thing of all is to take the enemy's country whole and intact; to shatter and destroy it is not so good. So, too, it is better to recapture an army entire than to destroy it, to capture a regiment, a detachment or a company entire than to destroy them. Hence to fight and conquer in all your battles is not supreme excellence; supreme excellence consists in breaking the enemy's resistance without fighting. Thus the highest form of generalship is to balk the enemy's plans; the next best is to prevent the junction of the enemy's forces; the next in order is to attack the enemy's army in the field; and the worst policy of all is to besiege walled cities. The rule is, not to besiege walled cities if it can possibly be avoided. The preparation of mantlets, movable shelters, and various implements of war, will take up three whole months; and the piling up of mounds over against the walls will take three months more. The general, unable to control his irritation, will launch his men to the assault like swarming ants, with the result that one-third of his men are slain, while the town still remains untaken. Such are the disastrous effects of a siege. Therefore the skillful leader subdues the enemy's troops without any fighting; he captures their cities without laying siege to them; he overthrows their kingdom without lengthy operations in the field. With his forces intact he will dispute the mastery of the Empire, and thus, without losing a man, his triumph will be complete. This is the method of attacking by stratagem. It is the rule in war, if our forces are ten to the enemy's one, to surround him; if five to one, to attack him; if twice as numerous, to divide our army into two. If equally matched, we can offer battle; if slightly inferior in numbers, we can avoid the enemy; if quite unequal in every way, we can flee from him. Hence, though an obstinate fight may be made by a small force, in the end it must be captured by the larger force. Now the general is the bulwark of the State; if the bulwark is complete at all points; the State will be strong; if the bulwark is defective, the State will be weak. There are three ways in which a ruler can bring misfortune upon his army: (1) By commanding the army to advance or to retreat, being ignorant of the fact that it cannot obey. This is called hobbling the army. (2) By attempting to govern an army in the same way as he administers a kingdom, being ignorant of the conditions which obtain in an army. This causes restlessness in the soldier's minds. (3) By employing the officers of his army without discrimination, through ignorance of the military principle of adaptation to circumstances. This shakes the confidence of the soldiers. But when the army is restless and distrustful, trouble is sure to come from the other feudal princes. This is simply bringing anarchy into the army, and flinging victory away. Thus we may know that there are five essentials for victory: (1) He will win who knows when to fight and when not to fight. (2) He will win who knows how to handle both superior and inferior forces. (3) He will win whose army is animated by the same spirit throughout all its ranks. (4) He will win who, prepared himself, waits to take the enemy unprepared. (5) He will win who has military capacity and is not interfered with by the sovereign. Hence the saying: If you know the enemy and know yourself, you need not fear the result of a hundred battles. If you know yourself but not the enemy, for every victory gained you will also suffer a defeat. If you know neither the enemy nor yourself, you will succumb in every battle.

56
Jun 11, 2026 01:45

Summarization

Anthropic Claude Opus 4.8 VS OpenAI GPT-5 mini

Summarize the James Webb Space Telescope Overview

Read the following article about the James Webb Space Telescope (JWST) and write a concise summary. Your summary should be a single, coherent paragraph of 150-200 words. It must accurately capture the telescope's main purpose, its key technological features (like the mirror and sunshield), its operational location (L2 Lagrange point), and its primary scientific goals (studying the early universe, galaxy evolution, star formation, and exoplanets). --- BEGIN ARTICLE --- The James Webb Space Telescope (JWST) is the world's premier space science observatory. Webb will solve mysteries in our solar system, look beyond to distant worlds around other stars, and probe the mysterious structures and origins of our universe and our place in it. Webb is an international program led by NASA with its partners, ESA (European Space Agency) and the Canadian Space Agency. Often called the successor to the Hubble Space Telescope, Webb is the largest and most powerful space science telescope ever built. Its primary mirror, a marvel of engineering, is 6.5 meters (21.3 feet) in diameter, composed of 18 hexagonal, gold-coated beryllium segments. This large mirror, combined with its advanced suite of instruments, allows Webb to see objects too old, distant, or faint for Hubble. To do this, Webb is designed to observe primarily in the infrared spectrum. As the universe expands, light from distant objects is stretched, or "redshifted," to longer wavelengths, moving from the visible spectrum into the infrared. Webb's infrared sensitivity will allow astronomers to peer back in time to see the first galaxies that formed in the early universe. To detect these faint infrared signals, the telescope must be kept extremely cold, below 50 Kelvin (-370°F or -223°C). Any warmth from the telescope itself would emit its own infrared radiation, corrupting the data. To achieve this, Webb is equipped with a massive five-layer sunshield, about the size of a tennis court. Each layer is as thin as a human hair and is made of a special material called Kapton, coated with aluminum and doped silicon. This sunshield acts as a giant parasol, blocking light and heat from the Sun, Earth, and Moon, allowing the telescope to cool down to its frigid operating temperature. The telescope's operational location is another critical element of its design. Webb does not orbit the Earth like Hubble. Instead, it orbits the Sun, 1.5 million kilometers (1 million miles) away from the Earth at what is called the second Lagrange point, or L2. At this gravitationally stable point, Webb can keep its sunshield positioned to block heat from the Sun, Earth, and Moon simultaneously, while its mirrors and instruments remain in constant shadow. This orbit allows for uninterrupted science observations and a stable thermal environment. Webb's scientific mission is organized around four key themes. The first is 'Early Universe,' where the telescope will look for the first stars and galaxies that formed after the Big Bang. By capturing light that has been traveling for over 13.5 billion years, Webb will provide unprecedented insights into cosmic dawn. The second theme is 'Galaxies Over Time,' which involves studying how galaxies assemble and evolve from their initial formation to the present day. Webb will observe a wide range of galaxies to understand their life cycles. The third theme is 'Star Lifecycle.' Webb will be able to pierce through the dense clouds of gas and dust where stars and planetary systems are born. Its infrared vision will reveal the processes of star formation and the earliest stages of planetary system development, which are often hidden from visible-light telescopes. Finally, the fourth theme is 'Other Worlds.' Webb will study exoplanets—planets orbiting other stars—in great detail. It will be able to characterize the atmospheres of some of these exoplanets, searching for the building blocks of life, such as water and methane, and determining if they could potentially harbor life. To accomplish these goals, Webb is equipped with four state-of-the-art science instruments. The Near-Infrared Camera (NIRCam) is Webb's primary imager, covering the infrared wavelength range from 0.6 to 5 microns. The Near-Infrared Spectrograph (NIRSpec) can obtain spectra of more than 100 objects simultaneously. The Mid-Infrared Instrument (MIRI) has both a camera and a spectrograph that sees light in the mid-infrared region of the electromagnetic spectrum. Lastly, the Fine Guidance Sensor/Near Infrared Imager and Slitless Spectrograph (FGS/NIRISS) allows Webb to point precisely, and to investigate first light detection and exoplanet characterization. Together, these instruments provide the capabilities needed to address the full range of scientific questions the mission aims to answer. --- END ARTICLE ---

124
Jun 2, 2026 09:39

System Design

Anthropic Claude Opus 4.8 VS OpenAI GPT-5.4

Design a Real-Time Collaborative Whiteboard System

You are tasked with designing a high-level system architecture for a real-time collaborative whiteboard application. **Core Requirements:** 1. **Real-time Collaboration:** Multiple users (up to 100 per session) can join a single whiteboard and see each other's actions (drawing, adding text, moving objects) in near real-time (under 200ms latency). 2. **Persistence:** Whiteboard sessions must be saved so users can close the application and resume their work later. 3. **Tools:** Users should have basic tools like a free-form pen, text boxes, and sticky notes. **Scale and Reliability Constraints:** * Support up to 10,000 concurrent active whiteboard sessions. * Support up to 1,000,000 total users. * The service must be highly available, with 99.9% uptime. **Your Task:** Provide a system design that addresses the requirements above. Your response should cover: 1. **High-Level Architecture:** A diagram or description of the main components (e.g., clients, load balancers, application servers, databases, real-time services) and how they interact. 2. **Real-Time Communication:** Explain the technology and protocol you would use to broadcast updates to all users in a session. 3. **Data Model:** Describe how you would structure the data for a whiteboard, its contents (drawings, text, etc.), and user sessions. 4. **Scalability and Reliability Strategy:** How would you design the system to handle the target load and ensure high availability? 5. **Trade-offs:** Discuss one major trade-off you made in your design (e.g., consistency vs. latency, choice of database, etc.).

144
May 30, 2026 09:41

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