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RoboBee is a tiny robot capable of partially untethered flight , developed by a research robotics team at Harvard University . The culmination of twelve years of research, RoboBee solved two key technical challenges of micro-robotics . Engineers invented a process inspired by pop-up books that allowed them to build on a sub-millimeter scale precisely and efficiently. To achieve flight, they created artificial muscles capable of beating the wings 120 times per second.

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65-506: The goal of the RoboBee project is to make a fully autonomous swarm of flying robots for applications such as search and rescue , surveillance and artificial pollination . To make this feasible, researchers need to figure out how to get power supply and decision making functions, which are currently supplied to the robot via a tiny tether which is integrated with the main body. The 3-centimeter (1.2 in) wingspan of RoboBee makes it

130-606: A fly , early efforts focused on getting the robot airborne. Flight was achieved in 2007, but forward motion required a guideline since it was not possible to build control mechanisms on board. UC Berkeley robotics researcher Ron Fearing called the achievement "a major breakthrough" for micro scale robotics. The concept of micro-scale flying systems was not new. The " DelFly " (3.07 g) was capable of untethered self-controlled forwards flight, while Micromechanical Flying Insect research devices (0.1 kg) had sufficient power for hovering, but lacked self-sustained flight capacity. Based on

195-557: A United Nations group of government experts, known as the Convention on Certain Conventional Weapons – Group of Governmental Experts on Lethal Autonomous Weapons Systems , held a conference to highlight the ethical concerns which arise from the increasingly advanced technology for autonomous robots to wield weapons and to play a military role. The first autonomous robots were known as Elmer and Elsie , constructed in

260-515: A bill was introduced in Washington, D.C., allowing pilot ground robotic deliveries. The program was to take place from September 15 through the end of December 2017. The robots were limited to a weight of 50 pounds unloaded and a maximum speed of 10 miles per hour. In case the robot stopped moving because of malfunction the company was required to remove it from the streets within 24 hours. There were allowed only 5 robots to be tested per company at

325-510: A catch-22. In a 1998 editorial co-authored by Marcia Angell , a former editor of the New England Journal of Medicine , argued that: It is time for the scientific community to stop giving alternative medicine a free ride. There cannot be two kinds of medicine—conventional and alternative. There is only medicine that has been adequately tested and medicine that has not, medicine that works and medicine that may or may not work. Once

390-550: A catch?" "Sure there's a catch," Doc Daneeka replied. "Catch-22. Anyone who wants to get out of combat duty isn't really crazy." There was only one catch and that was Catch-22, which specified that a concern for one's own safety in the face of dangers that were real and immediate was the process of a rational mind. Orr was crazy and could be grounded. All he had to do was ask; and as soon as he did, he would no longer be crazy and would have to fly more missions. Orr would be crazy to fly more missions and sane if he didn't, but if he

455-639: A fusion of measurements from inertial sensors , wheel encoders, Lidar, and camera for navigation and mapping, instead of using GPS or magnetometers. During the 2-hour challenge, Cataglyphis traversed over 2.6 km and returned five different samples to its starting position. The Seekur robot was the first commercially available robot to demonstrate MDARS-like capabilities for general use by airports, utility plants, corrections facilities and Homeland Security . The DARPA Grand Challenge and DARPA Urban Challenge have encouraged development of even more autonomous capabilities for ground vehicles, while this has been

520-681: A group of them operate in collaboration with each other. Researchers concerned with creating true artificial life are concerned not only with intelligent control, but further with the capacity of the robot to find its own resources through foraging (looking for food, which includes both energy and spare parts). This is related to autonomous foraging , a concern within the sciences of behavioral ecology , social anthropology , and human behavioral ecology ; as well as robotics , artificial intelligence , and artificial life . As autonomous robots have grown in ability and technical levels, there has been increasing societal awareness and news coverage of

585-401: A hospital bed. One clause mentioned in chapter 10 closes a loophole in promotions, which one private had been exploiting to reattain the attractive rank of private first class after any promotion. Through courts-martial for going AWOL , he would be busted in rank back to private, but Catch-22 limited the number of times he could do this before being sent to the stockade. At another point in

650-604: A logical catch-22 which ensures that any complementary and alternative medicine (CAM) method which is proven to work "would no longer be CAM, it would simply be medicine." U.S. Circuit Judge Don Willett referred to qualified immunity , which requires a violation of constitutional rights to have been previously established in order for a victim to claim damages, as a catch-22: "Section 1983 meets Catch-22. Important constitutional questions go unanswered precisely because those questions are yet unanswered. Courts then rely on that judicial silence to conclude there's no equivalent case on

715-399: A maximum weight of 50 pounds. In the states of Idaho and Florida there are also talks about passing the similar legislature. It has been discussed that robots with similar characteristics to invalid carriages (e.g. 10 mph maximum, limited battery life) might be a workaround for certain classes of applications. If the robot was sufficiently intelligent and able to recharge itself using

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780-429: A mental fitness evaluation are sane, and therefore must fly in combat. At the same time, if an evaluation is not requested by the pilot, he will never receive one and thus can never be found insane, meaning he must also fly in combat. Therefore, Catch-22 ensures that no pilot can ever be grounded for being insane even if he is. A logical formulation of this situation is: The philosopher Laurence Goldstein argues that

845-628: A non-virgin, and is instantly rejected. At one point, Captain Black attempts to press Milo into depriving Major Major of food as a consequence of not signing a loyalty oath that Major Major was never given an opportunity to sign in the first place. Captain Black asks Milo, "You're not against Catch-22, are you?" In chapter 40, Catch-22 forces Colonels Korn and Cathcart to promote Yossarian to Major and ground him rather than simply sending him home. They fear that if they do not, others will refuse to fly, just as Yossarian did. Heller originally wanted to call

910-656: A particular way depending upon where the intruder is. For example, Amazon (company) launched its Astro for home monitoring, security and eldercare in September 2021. For a robot to associate behaviors with a place ( localization ) requires it to know where it is and to be able to navigate point-to-point. Such navigation began with wire-guidance in the 1970s and progressed in the early 2000s to beacon-based triangulation . Current commercial robots autonomously navigate based on sensing natural features. The first commercial robots to achieve this were Pyxus' HelpMate hospital robot and

975-415: A perfectly cut lawn, and some vacuum cleaning robots have dirt detectors that sense how much dirt is being picked up and use this information to tell them to stay in one area longer. The next step in autonomous behavior is to actually perform a physical task. A new area showing commercial promise is domestic robots, with a flood of small vacuuming robots beginning with iRobot and Electrolux in 2002. While

1040-399: A pilot operation at Hyundai Motor Group's headquarters since 2021. VISION AI System based on deep learning technology has been applied. When an electric vehicle is parked in front of the charger, the robot arm recognizes the charger of the electric vehicle and derives coordinates. And automatically insert a connector into the electric car and operate fast charging. The robot arm is configured in

1105-456: A right to do anything we can't stop them from doing." "What the hell are you talking about?" Yossarian shouted at her in bewildered, furious protest. "How did you know it was Catch-22? Who the hell told you it was Catch-22?" "The soldiers with the hard white hats and clubs. The girls were crying. 'Did we do anything wrong?' they said. The men said no and pushed them away out the door with the ends of their clubs. 'Then why are you chasing us out?'

1170-414: A scaled down version of bigger robots with the same types of sensors, kinematics and software stack (e.g. ROS). They are often extendable and provide comfortable programming interface and development tools. Next to full scale robot prototyping they are also used for education, especially at university level, where more and more labs about programming autonomous vehicles are being introduced. In March 2016,

1235-414: A technically and economically infeasible solution at present and pose substantial ecological and moral risks: (1) despite recent advances, robot-assisted pollination is far from being able to replace bees to pollinate crops efficiently; (2) using robots is very unlikely to be economically viable; (3) there would be unacceptably high environmental costs; (4) wider ecosystems would be damaged; (5) it would erode

1300-650: A time. A 2017 version of the Personal Delivery Device Act bill was under review as of March 2017. In February 2017, a bill was passed in the US state of Virginia via the House bill, HB2016, and the Senate bill, SB1207, that will allow autonomous delivery robots to travel on sidewalks and use crosswalks statewide beginning on July 1, 2017. The robots will be limited to a maximum speed of 10 mph and

1365-454: A treatment has been tested rigorously, it no longer matters whether it was considered alternative at the outset. If it is found to be reasonably safe and effective, it will be accepted. But assertions, speculation, and testimonials do not substitute for evidence. Alternative treatments should be subjected to scientific testing no less rigorous than that required for conventional treatments. This definition has been described by Robert L. Park as

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1430-412: A type of autonomous robot military system that can independently search for and engage targets based on programmed constraints and descriptions. LAWs are also known as lethal autonomous weapon systems (LAWS), autonomous weapon systems (AWS), robotic weapons, killer robots or slaughterbots. LAWs may operate in the air, on land, on water, under water, or in space. The autonomy of current systems as of 2018

1495-448: A vertical multi-joint structure so that it can be applied to chargers at different locations for each vehicle. In addition, waterproof and dustproof functions are applied. Construction robots are used directly on job sites and perform work such as building, material handling, earthmoving, and surveillance. Research and education mobile robots are mainly used during a prototyping phase in the process of building full scale robots. They are

1560-538: Is 3 centimeters (1.2 in), which is believed to be the smallest man-made wingspan to achieve flight. The wings can flap 120 times per second and be controlled remotely in real time. Each RoboBee weighs 80 milligrams (0.0028 oz). The idea that robotic crop pollination can counter the decline in pollinators has gained wide popularity recently. Researchers from the fields of bee pollination, bee health, bee conservation, and agroecology have argued that RoboBee and other materially engineered artificial pollinators are

1625-413: Is a paradoxical situation from which an individual cannot escape because of contradictory rules or limitations. The term was coined by Joseph Heller , who used it in his 1961 novel Catch-22 . Catch-22s often result from rules, regulations, or procedures that an individual is subject to, but has no control over, because to fight the rule is to accept it. Another example is a situation in which someone

1690-510: Is an organizational assumption, an unwritten law of informal power that exempts the organization from responsibility and accountability, and puts the individual in the absurd position of being excepted for the convenience or unknown purposes of the organization. Along with George Orwell's " doublethink ", "catch-22" has become one of the best-recognized ways to describe the predicament of being trapped by contradictory rules. A significant type of definition of alternative medicine has been termed

1755-458: Is based on " proprioception ", or sensing one's own internal status. In the battery charging example, the robot can tell proprioceptively that its batteries are low, and it then seeks the charger. Another common proprioceptive sensor is for heat monitoring. Increased proprioception will be required for robots to work autonomously near people and in harsh environments. Common proprioceptive sensors include thermal, optical, and haptic sensing, as well as

1820-546: Is in need of something that can only be had by not being in need of it (e.g. the only way to qualify for a loan is to prove to the bank that you do not need a loan). One connotation of the term is that the creators of the "catch-22" situation have created arbitrary rules in order to justify and conceal their own abuse of power . Joseph Heller coined the term in his 1961 novel Catch-22 , which describes absurd bureaucratic constraints on soldiers in World War II . The term

1885-489: Is introduced by the character Doc Daneeka, an army psychiatrist who invokes "Catch-22" to explain why any pilot requesting mental evaluation for insanity—hoping to be found not sane enough to fly and thereby escape dangerous missions—demonstrates his own sanity in creating the request and thus cannot be declared insane. This phrase also means a dilemma or difficult circumstance from which there is no escape because of mutually conflicting or dependent conditions. "You mean there's

1950-401: Is restricted due to a highly structured environment and their inability to locomote . The first requirement for complete physical autonomy is the ability for a robot to take care of itself. Many of the battery-powered robots on the market today can find and connect to a charging station, and some toys like Sony's Aibo are capable of self-docking to charge their batteries. Self-maintenance

2015-411: Is the demonstration of reversible, energy-efficient perching on overhangs. This allows the prototype to remain at a high vantage point while conserving energy. If researchers solve the microchip and power issues, it is believed that groups of RoboBees utilizing swarm intelligence will be highly useful in search and rescue efforts and as artificial pollinators. To achieve the goal of swarm intelligence,

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2080-410: Is willing to fly such dangerous missions, as one would have to be mad to volunteer for possible death. However, to be evaluated, he must request the evaluation, an act that is considered sufficient proof for being declared sane. These conditions make it impossible to be declared "unfit". The "Catch-22" is that "anyone who wants to get out of combat duty isn't really crazy". Hence, pilots who request

2145-483: The Hall effect (electric). Exteroception is sensing things about the environment. Autonomous robots must have a range of environmental sensors to perform their task and stay out of trouble. The autonomous robot can recognize sensor failures and minimize the impact on the performance caused by failures. Some robotic lawn mowers will adapt their programming by detecting the speed in which grass grows as needed to maintain

2210-411: The "airman's dilemma" is logically not even a condition that is true under no circumstances; it is a " vacuous biconditional " that is ultimately meaningless. Goldstein writes: The catch is this: what looks like a statement of the conditions under which an airman can be excused flying dangerous missions reduces not to the statement (which could be a mean way of disguising an unpleasant truth), but to

2275-537: The CyberMotion guard robot, both designed by robotics pioneers in the 1980s. These robots originally used manually created CAD floor plans, sonar sensing and wall-following variations to navigate buildings. The next generation, such as MobileRobots' PatrolBot and autonomous wheelchair, both introduced in 2004, have the ability to create their own laser-based maps of a building and to navigate open areas as well as corridors. Their control system changes its path on

2340-411: The RoboBee researchers, previous efforts to miniaturize robots were of little help to them because RoboBee's small size changes the nature of the forces at play. Engineers had to figure out how to build without rotary motors , gears , and nuts and bolts , which are not viable on such a small scale. In 2011, they developed a technique where they cut designs from flat sheets, layered them up, and folded

2405-698: The ability to clean a specific user-specified room or a whole floor. Security robots will be able to cooperatively surround intruders and cut off exits. These advances also bring concomitant protections: robots' internal maps typically permit "forbidden areas" to be defined to prevent robots from autonomously entering certain regions. Outdoor autonomy is most easily achieved in the air, since obstacles are rare. Cruise missiles are rather dangerous highly autonomous robots. Pilotless drone aircraft are increasingly used for reconnaissance. Some of these unmanned aerial vehicles (UAVs) are capable of flying their entire mission without any human interaction at all except possibly for

2470-435: The book, a prostitute explains to Yossarian that she cannot marry him because he is crazy, and she will never marry a crazy man. She considers any man crazy who would marry a woman who is not a virgin. This closed logic loop clearly illustrated Catch-22 because by her logic, all men who refuse to marry her are sane and thus she would consider marriage; but as soon as a man agrees to marry her, he becomes crazy for wanting to marry

2535-463: The books. No precedent = no clearly established law = no liability. An Escherian Stairwell. Heads government wins, tails plaintiff loses." The archetypal catch-22 , as formulated by Joseph Heller , involves the case of John Yossarian , a U.S. Army Air Forces bombardier , who wishes to be grounded from combat flight. This will only happen if he is evaluated by the squadron's flight surgeon and found "unfit to fly". "Unfit" would be any pilot who

2600-482: The creation into shape. Glue was used to hold the folded parts together, analogous to origami . The technique replaced earlier ones that were slower and less precise and used less durable materials. The manufacturing process, inspired by pop-up books , enables the rapid production of prototype RoboBee units. [1] At micro scale, a small amount of turbulence can have a dramatic impact on flight. To overcome it, researchers had to make RoboBee react very rapidly. For

2665-613: The demonstrated goal for aerial robots since 1990 as part of the AUVSI International Aerial Robotics Competition . Between 2013 and 2017, TotalEnergies has held the ARGOS Challenge to develop the first autonomous robot for oil and gas production sites. The robots had to face adverse outdoor conditions such as rain, wind and extreme temperatures. Some significant current robots include: Lethal autonomous weapons (LAWs) are

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2730-700: The existing electric vehicle (EV) charging infrastructure it would only need minimal supervision and a single arm with low dexterity might be enough to enable this function if its visual systems had enough resolution. In November 2017, the San Francisco Board of Supervisors announced that companies would need to get a city permit in order to test these robots. In addition, the Board banned sidewalk delivery robots from making non-research deliveries. [REDACTED] Media related to Autonomous robots at Wikimedia Commons Catch-22 (logic) A catch-22

2795-412: The field rather than being a part of the general pursuit of AI. According to George A. Bekey's Autonomous Robots: From Biological Inspiration to Implementation and Control , problems include things such as making sure the robot is able to function correctly and not run into obstacles autonomously. Reinforcement learning has been used to control and plan the navigation of autonomous robots, specifically when

2860-410: The fly if something blocks the way. At first, autonomous navigation was based on planar sensors, such as laser range-finders, that can only sense at one level. The most advanced systems now fuse information from various sensors for both localization (position) and navigation. Systems such as Motivity can rely on different sensors in different areas, depending upon which provides the most reliable data at

2925-464: The girls said. 'Catch-22,' the men said. All they kept saying was 'Catch-22, Catch-22.' What does it mean, Catch-22? What is Catch-22?" "Didn't they show it to you?" Yossarian demanded, stamping about in anger and distress. "Didn't you even make them read it?" "They don't have to show us Catch-22," the old woman answered. "The law says they don't have to." "What law says they don't have to?" "Catch-22." According to literature professor Ian Gregson,

2990-459: The implication that rules are inaccessible to and slanted against those lower in the hierarchy. In chapter 6, Yossarian (the protagonist) is told that Catch-22 requires him to do anything his commanding officer tells him to do, regardless of whether these orders contradict orders from the officer's superiors. In a final episode, Catch-22 is described to Yossarian by an old woman recounting an act of violence by soldiers: "Catch-22 says they have

3055-401: The landing where a person intervenes using radio remote control. Some drones are capable of safe, automatic landings, however. SpaceX operates a number of Autonomous spaceport drone ships , used to safely land and recover Falcon 9 rockets at sea. Outdoor autonomy is the most difficult for ground vehicles, due to: There are several open problems in autonomous robotics which are special to

3120-462: The late 1940s by W. Grey Walter . They were the first robots programmed to "think" the way biological brains do and were meant to have free will . Elmer and Elsie were often labeled as tortoises because of how they were shaped and the manner in which they moved. They were capable of phototaxis , the movement that occurs in response to light stimulus. The Mars rovers MER-A and MER-B (now known as Spirit rover and Opportunity rover ) found

3185-446: The latest advances, and also some of the philosophical issues, economic effects, and societal impacts that arise from the roles and activities of autonomous robots. Elon Musk, a prominent business executive and billionaire has warned for years of the possible hazards and pitfalls of autonomous robots; however, his own company is one of the most prominent companies that is trying to devise new advanced technologies in this area. In 2021,

3250-441: The level of intelligence is not high in these systems, they navigate over wide areas and pilot in tight situations around homes using contact and non-contact sensors. Both of these robots use proprietary algorithms to increase coverage over simple random bounce. The next level of autonomous task performance requires a robot to perform conditional tasks. For instance, security robots can be programmed to detect intruders and respond in

3315-407: The old woman's narrative defines "Catch-22" more directly as the "brutal operation of power", stripping away the "bogus sophistication" of the earlier scenarios. Besides referring to an unsolvable logical dilemma , Catch-22 is invoked to explain or justify the military bureaucracy. For example, in the first chapter, it requires Yossarian to sign his name to letters he censors while he is confined to

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3380-483: The phrase (and hence, the book) by other numbers, but he and his publishers eventually settled on 22. The number has no particular significance; it was chosen more or less for euphony . The title was originally Catch-18 , but Heller changed it after the popular Mila 18 was published a short time beforehand. The term "catch-22" has filtered into common usage in the English language. In a 1975 interview, Heller said

3445-592: The position of the Sun and navigated their own routes to destinations, on the fly, by: The planned ESA Rover, Rosalind Franklin rover , is capable of vision based relative localisation and absolute localisation to autonomously navigate safe and efficient trajectories to targets by: During the final NASA Sample Return Robot Centennial Challenge in 2016, a rover, named Cataglyphis, successfully demonstrated fully autonomous navigation, decision-making, and sample detection, retrieval, and return capabilities. The rover relied on

3510-486: The problem. Second, the researchers have not figured out how to get a viable power supply on board. "The power question also proves to be something of a catch-22 ", remarked Wood. "A large power unit stores more energy but demands a larger propulsion system to handle the increased weight, which in turn requires an even bigger power source." Instead the robots have to be tethered with tiny cords that supply power and directions. A recent progress in on-board power management

3575-470: The project is to make colonies of fully autonomous and wireless RoboBees. As of 2013, two problems remain unsolved. First, the robot is too small for even the smallest encapsulated microchips , meaning there is no way for the robots to make decisions. Currently, the RoboBee has onboard vision sensors , but the data requires transmission to a tethered "brain subsystem" for interpretation. Work continues on specialized hardware accelerators in an aim to solve

3640-644: The promise of the early robotic fly experiments, the RoboBee project was launched in 2009 to investigate what it would take to "create a robotic bee colony". Achieving controlled flight proved exceedingly difficult, requiring the efforts of a diverse group: vision experts, biologists, materials scientists, electrical engineers. During the summer of 2012, the researchers solved key technical challenges allowing their robotic creation, nicknamed RoboBee, to take its first controlled flight. The results of their research were published in Science in early May 2013. According to

3705-573: The research team has developed two abstract programming languages – Karma which uses flowcharts , and OptRAD which uses probabilistic algorithms. Potential applications for individual or small groups of RoboBees include covert surveillance and the detection of harmful chemicals. Previously, parties such as the Electronic Frontier Foundation have raised concerns about the civilian privacy impacts of military and government use of miniature flying robots. In some areas, such as

3770-407: The smallest man-made device modeled on an insect to achieve flight. For more than a decade, researchers at Harvard University have been working on developing tiny flying robots. The United States Defense Advanced Research Projects Agency funded early research in the hopes that it would lead to stealth surveillance solutions for the battlefield and urban situations. Inspired by the biology of

3835-415: The state of Texas and the city of Charlottesville, Virginia , regulators have restricted their use by the general public. According to the project researchers, the "pop-up" manufacturing process would enable fully automated mass production of RoboBees in the future. Harvard's Wyss Institute is in the process of commercializing the folding and pop-up techniques invented for the project. RoboBee's wingspan

3900-529: The term would not translate well into other languages. James E. Combs and Dan D. Nimmo suggest that the idea of a "catch-22" has gained popular currency because so many people in modern society are exposed to frustrating bureaucratic logic. They write of the rules of high school and colleges that: This bogus democracy that can be overruled by arbitrary fiat is perhaps a citizen's first encounter with organizations that may profess 'open' and libertarian values, but in fact are closed and hierarchical systems. Catch-22

3965-490: The time, and can re-map a building autonomously. Rather than climb stairs, which requires highly specialized hardware, most indoor robots navigate handicapped-accessible areas, controlling elevators, and electronic doors. With such electronic access-control interfaces, robots can now freely navigate indoors. Autonomously climbing stairs and opening doors manually are topics of research at the current time. As these indoor techniques continue to develop, vacuuming robots will gain

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4030-459: The values of biodiversity; and, (6) relying on robotic pollination could actually lead to major food insecurity. Autonomous robot An autonomous robot is a robot that acts without recourse to human control. Historic examples include space probes . Modern examples include self-driving vacuums and cars . Industrial robot arms that work on assembly lines inside factories may also be considered autonomous robots, though their autonomy

4095-412: The wings, they built " artificial muscles " using a piezoelectric actuator - a thin ceramic strip that contracts when electric current is run across it. Thin plastic hinges serve as joints that allow rotational motions in the wings. The design allows the robots to generate power output comparable with an insect of equal size. Each wing can be controlled separately in real time. The ultimate goal of

4160-414: Was restricted in the sense that a human gives the final command to attack – though there are exceptions with certain "defensive" systems. Tesla Robot and NVIDIA GR00T are humanoid robots. A delivery robot is an autonomous robot used for delivering goods. An Automatic Charging Robot, unveiled on July 27, 2022, is an arm-shaped automatic charging robot, charging an electric vehicle. It has been running

4225-406: Was sane, he had to fly them. If he flew them, he was crazy and didn't have to; but if he didn't want to, he was sane and had to. Yossarian was moved very deeply by the absolute simplicity of this clause of Catch-22 and let out a respectful whistle. Different formulations of "Catch-22" appear throughout the novel. The term is applied to various loopholes and quirks of the military system, always with

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