Kimi K3

Closest matchClaude Fable 5
Blend score64.5%

Circular relationship tree

GPT 4.1 Nano Qwen3 30B A3B Gemini 2.5 Flash Lite GPT OSS 20B Mistral Nemo Gemma 3 4B IT Grok 4 Fast GPT 4o Mini GLM 4.6 Llama 4 Scout Claude Fable 5 Kimi K3 Claude Opus 4.8 Claude Sonnet 5 Inkling Grok 4.5 Gemini 3.1 Pro GLM 5.2 DeepSeek V4 Pro GPT 5.6 Sol

Similar models

  1. 01Claude Fable 564.5%
  2. 02Claude Opus 4.855.0%
  3. 03Claude Sonnet 551.9%
  4. 04DeepSeek V4 Pro49.7%
  5. 05GLM 5.248.4%
  6. 06Grok 4.548.0%
  7. 07Inkling46.8%
  8. 08Gemini 3.1 Pro44.8%
  9. 09GPT 5.6 Sol44.2%
  10. 10Llama 4 Scout5.9%
  11. 11GPT 4o Mini3.3%
  12. 12Gemma 3 4B IT3.2%
  13. 13Qwen3 30B A3B3.0%
  14. 14GPT 4.1 Nano2.9%
  15. 15Gemini 2.5 Flash Lite2.4%
  16. 16Mistral Nemo1.9%
  17. 17GLM 4.61.7%
  18. 18GPT OSS 20B1.6%
  19. 19Grok 4 Fast0.8%

Head to head

Kimi K3Kimi · 100 outputs
vs
Claude Opus 4.8Claude · 100 outputs
View Claude Opus 4.8 profile
Blend score55.0%
406 onlyKimi K3994 shared406 onlyClaude Opus 4.8

Kimi K3only406

  1. much of theessays · 3-gram14×
  2. far more thanessays · 3-gram14×
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  4. it is theessays · 3-gram11×
  5. the history ofessays · 3-gram10×
  6. the center ofessays · 3-gram9×
  7. the foundation ofessays · 3-gram9×
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  10. of their ownessays · 3-gram9×
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  24. to understand theessays · 3-gram7×
  25. is likely toessays · 3-gram8×
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Shared994

  1. one of theessays · 3-gram96×124×
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  18. in this wayessays · 3-gram11×22×
  19. perhaps the mostessays · 3-gram11×11×
  20. serves as theessays · 3-gram11×11×
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  22. each of theseessays · 3-gram10×10×
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  400. afteressays · word39×22×
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  411. unitedessays · word57×55×
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  418. increasinglyessays · word37×57×
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  994. culturesessays · word13×13×

Claude Opus 4.8only406

  1. can lead toessays · 3-gram20×
  2. the development ofessays · 3-gram22×
  3. nature of theessays · 3-gram16×
  4. a range ofessays · 3-gram15×
  5. this way theessays · 3-gram15×
  6. the effectiveness ofessays · 3-gram15×
  7. to ensure thatessays · 3-gram15×
  8. the establishment ofessays · 3-gram17×
  9. the needs ofessays · 3-gram15×
  10. a wide rangeessays · 3-gram14×
  11. wide range ofessays · 3-gram14×
  12. in an increasinglyessays · 3-gram13×
  13. testament to theessays · 3-gram12×
  14. its ability toessays · 3-gram12×
  15. the principles ofessays · 3-gram12×
  16. a variety ofessays · 3-gram11×
  17. ensuring that theessays · 3-gram11×
  18. a cornerstone ofessays · 3-gram10×
  19. its capacity toessays · 3-gram10×
  20. the other handessays · 3-gram10×
  21. the choice ofessays · 3-gram12×
  22. the well beingessays · 3-gram12×
  23. an environment whereessays · 3-gram11×
  24. they are moreessays · 3-gram11×
  25. in ways thatessays · 3-gram10×
  26. better positioned toessays · 3-gram9×
  27. for example aessays · 3-gram9×
  28. in addition toessays · 3-gram9×
  29. the risk ofessays · 3-gram9×
  30. of the company'sessays · 3-gram15×
  31. the company toessays · 3-gram14×
  32. the implementation ofessays · 3-gram11×
  33. of those whoessays · 3-gram10×
  34. the field ofessays · 3-gram10×
  35. well being ofessays · 3-gram10×
  36. a means ofessays · 3-gram8×
  37. conclusion in conclusionessays · 3-gram8×
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  39. serve as aessays · 3-gram8×
  40. the intersection ofessays · 3-gram8×
  41. the limitations ofessays · 3-gram8×
  42. the lives ofessays · 3-gram8×
  43. the strength ofessays · 3-gram8×
  44. to protect theessays · 3-gram8×
  45. of the humanessays · 3-gram15×
  46. according to theessays · 3-gram9×
  47. itself as aessays · 3-gram9×
  48. the application ofessays · 3-gram9×
  49. the growth ofessays · 3-gram9×
  50. the organization andessays · 3-gram9×
  51. the potential foressays · 3-gram9×
  52. economies of scaleessays · 3-gram8×
  53. framework for understandingessays · 3-gram8×
  54. that can beessays · 3-gram8×
  55. the ability ofessays · 3-gram8×
  56. the challenge ofessays · 3-gram8×
  57. a crucial roleessays · 3-gram7×
  58. a degree ofessays · 3-gram7×
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  60. a willingness toessays · 3-gram7×
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  62. and that theessays · 3-gram7×
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  65. cannot be overstatedessays · 3-gram7×
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  67. heart of theessays · 3-gram7×
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  76. the foundation foressays · 3-gram7×
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  78. the necessity ofessays · 3-gram7×
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  85. of the organizationessays · 3-gram8×
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  87. a company thatessays · 3-gram7×
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  91. more just andessays · 3-gram7×
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  100. a foundation foressays · 3-gram6×
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  110. sense ofessays · 2-gram47×
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  112. understanding ofessays · 2-gram38×
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  114. heart ofessays · 2-gram28×
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  128. this wayessays · 2-gram22×
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  140. able toessays · 2-gram30×
  141. needs ofessays · 2-gram29×
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  144. growth andessays · 2-gram22×
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  147. essential toessays · 2-gram21×
  148. serve asessays · 2-gram21×
  149. is oneessays · 2-gram20×
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  156. one thatessays · 2-gram22×
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Same prompt, two outputs

16 of 100
Input prompt

Convert the following summary back into the original text: The article discusses the treatment of guest workers in the United States, who were promised green cards and then deported after protesting for better working conditions.

Document similarity7.8%
Kimi K31,176 words
# Broken Promises: The Plight of Guest Workers in America For thousands of foreign laborers, the United States has long represented a beacon of opportunity—a place where hard work could translate into prosperity, stability, and eventually, permanent residency. Yet for many guest workers who arrive on American shores through legal visa programs, that promise has proven to be a mirage. In one of the most troubling labor scandals in recent memory, hundreds of guest workers were lured to the United States with assurances of green cards and a path to citizenship, only to face exploitative working conditions, retaliation for speaking out, and ultimately deportation when they dared to demand the dignity they had been promised. ## The Recruitment and the Promise The story typically begins in the workers' home countries, where recruiters fan out across villages and towns advertising lucrative opportunities in America. These recruiters, often working on behalf of American companies or labor contractors, paint an attractive picture: steady work, good wages, decent housing, and—most importantly—green cards that would allow workers to bring their families and build new lives in the United States. The offer is particularly seductive for workers from impoverished regions, where economic opportunities are scarce. Many workers pay exorbitant recruitment fees, sometimes amounting to $10,000 to $20,000 per person, draining family savings, selling land, or taking on crushing debt at high interest rates. They make these enormous financial sacrifices based on one fundamental assurance: that the investment will pay off in permanent residency and a secure future. Recruiters reinforce this belief with documents, verbal guarantees, and stories of workers who had supposedly achieved the American dream through the same program. ## The Harsh Reality Upon arrival in the United States, however, the workers discover that the reality bears little resemblance to what was promised. Instead of green cards, they hold temporary guest worker visas—typically H-2B visas—that tie them exclusively to a single employer. This legal arrangement effectively strips them of bargaining power: if they lose their job, they lose their legal right to remain in the country. The working and living conditions often border on inhumane. Workers report being housed in overcrowded labor camps, sometimes with dozens of men crammed into small trailers or converted shipping containers. Some facilities charge workers hundreds of dollars monthly for these substandard accommodations, deducting the fees directly from their paychecks. The work itself frequently involves long hours, dangerous conditions, and wages far below what was advertised. Workers who anticipated sending money home to their families instead find themselves barely able to survive, let alone pay off the debts they incurred to get to America. Threats and intimidation become tools of control. Employers and contractors remind workers constantly that their visas are temporary and revocable. Reports of verbal abuse, surveillance, and restrictions on movement are common. In some documented cases, workers were forbidden from leaving company housing, had their passports confiscated, or were warned that any complaint would result in immediate termination and deportation. Labor advocates have characterized these arrangements as meeting the legal definition of human trafficking—the use of fraud and coercion to obtain cheap labor. ## The Decision to Protest Faced with these conditions, workers eventually reach a breaking point. The realization that the promised green cards will never materialize—that they have sacrificed everything for a temporary arrangement designed to exploit them—fuels a growing determination to resist. Workers begin organizing, often in secret, meeting in their cramped quarters to discuss their options. The protests take various forms. Some workers stage hunger strikes, refusing food for days or weeks to draw public attention to their plight. Others march to state capitols or to Washington, D.C., carrying signs and sharing their stories with journalists, lawmakers, and the public. They file complaints with the Department of Labor, reach out to unions and advocacy organizations, and in some cases initiate lawsuits against their employers. Their demands are straightforward: the green cards they were promised, reimbursement of the recruitment fees, and humane treatment in the workplace. These acts of courage come at tremendous personal risk. The workers know that their employers hold the power of deportation over them, yet they proceed anyway, reasoning that they have little left to lose. Many describe the decision to protest as a matter of basic dignity—a refusal to accept treatment they consider fundamentally unjust. ## Retaliation and Deportation The response from employers is often swift and severe. Workers identified as organizers or ringleaders are targeted first. Some are fired outright; others are detained by company security or turned over to immigration authorities. In several high-profile cases, employers attempted mass deportations of protesting workers, placing them on buses or planes before legal advocates could intervene. Raids conducted in the early morning hours, armed guards, and locked gates have all been used to suppress worker organizing. Immigration and Customs Enforcement has at times become an unwitting—or willing—participant in this retaliation. Workers who came forward with complaints about labor violations found themselves processed for removal instead of receiving protection. Though federal policy nominally offers visas for victims of trafficking and labor exploitation, the process of obtaining such relief is slow, uncertain, and inaccessible to many workers without legal representation. For those deported, the consequences are devastating. They return home deeper in debt than when they left, often facing creditors who have been waiting months or years for repayment. Families who pooled resources to send a relative to America lose everything. The psychological toll—the shame of failure, the trauma of detention, the bitterness of betrayal—compounds the financial ruin. ## A Systemic Failure This pattern is not an isolated incident but a systemic feature of guest worker programs in the United States. Labor experts argue that the fundamental structure of these programs—tying visas to single employers, permitting unregulated recruitment abroad, and failing to enforce labor standards—creates conditions ripe for abuse. Reforms have been proposed repeatedly: portability of visas between employers, registration and regulation of foreign recruiters, stronger penalties for fraud, and guaranteed protections for workers who report violations. Court victories have offered some measure of justice. In landmark cases, juries have awarded millions of dollars in damages to guest workers who proved they were defrauded and trafficked. Advocacy organizations continue to press for legislative change, and some workers have eventually obtained legal status through trafficking visas. Yet for every worker who finds justice, many more are deported, their stories buried and their debts unpaid. ## Conclusion The treatment of these guest workers stands as a stark contradiction to American ideals of fairness and opportunity. Men and women who answered the nation's call for labor, who paid dearly for the privilege of working in America, and who asked only for what they were promised were instead exploited, silenced, and expelled. Their story demands not only accountability for the employers and recruiters who deceived them, but a fundamental rethinking of how the United States treats the temporary workers on whom its economy increasingly depends. Until the system protects rather than punishes those who speak out, the promise of green cards—and of America itself—will remain broken for the world's most vulnerable workers.
Claude Opus 4.81,007 words
# The Broken Promise: Guest Workers and the Pursuit of the American Dream The story of guest workers in the United States represents one of the more troubling contradictions in a nation that has long prided itself on being a land of opportunity and refuge. These workers, drawn from across the globe by the promise of prosperity and legal residency, frequently find themselves trapped in a system that exploits their labor while denying them the rights and protections afforded to citizens. The case of workers who were promised green cards, only to be deported after daring to protest for better working conditions, exposes the deep fissures in America's guest worker programs and raises urgent questions about justice, human dignity, and the true cost of the American Dream. Guest worker programs in the United States were originally designed to fill labor shortages in industries that domestic workers were unwilling or unable to staff. Agriculture, hospitality, construction, and specialized manufacturing sectors have all relied heavily on foreign labor to remain competitive. For the workers themselves, these programs represent a lifeline—an opportunity to earn wages far exceeding what they could hope for in their home countries and, in many cases, a pathway to permanent residency. Recruiters and employers often dangle the prospect of a green card as the ultimate reward, a promise that convinces workers to leave their families, invest their savings, and travel thousands of miles to labor in unfamiliar and often hostile environments. The promise of a green card is a powerful inducement. For many guest workers, permanent residency means not merely legal status but the possibility of building a stable future, bringing family members to the United States, and escaping the cycle of poverty that defined their lives elsewhere. It is precisely this promise that makes the betrayal so devastating. Workers who arrive with hope and determination frequently discover that the conditions awaiting them bear little resemblance to what they were promised. Wages are lower than agreed, hours are longer, and the living conditions are often cramped, unsanitary, and degrading. Some workers find themselves housed in overcrowded quarters, deducted exorbitant fees for transportation and lodging, and subjected to threats and intimidation designed to keep them compliant and silent. The power imbalance inherent in these arrangements is staggering. Because a guest worker's legal status is typically tied to a specific employer, the worker becomes almost entirely dependent on that employer's goodwill. To complain about mistreatment, to demand fair wages, or to protest unsafe conditions is to risk one's employment and, by extension, one's legal right to remain in the country. Employers understand this dynamic all too well and often wield it as a weapon. The implicit threat is clear: accept the conditions as they are, or face deportation. In this way, the promise of a green card becomes a tool of control rather than a genuine reward, dangled just out of reach to ensure obedience. When workers finally reach a breaking point and choose to protest for better working conditions, the consequences can be severe. Rather than addressing legitimate grievances, employers frequently respond with retaliation. Workers who organize, speak out, or refuse to endure exploitation find themselves labeled as troublemakers and swiftly targeted for removal. The very act of demanding basic human dignity becomes grounds for termination and deportation. This response is not merely unjust; it is a calculated strategy to suppress dissent and maintain a workforce that is too frightened to challenge its exploitation. The message sent to remaining workers is unmistakable: those who resist will be discarded, and their dreams of permanent residency extinguished. The deportation of these workers after they have protested reveals the fundamental hollowness of the promises made to them. Having been lured by the prospect of green cards, they are instead cast out—often deeper in debt than when they arrived, having borrowed heavily to pay recruitment fees and travel costs. They return to their home countries humiliated, financially ruined, and stripped of the future they were promised. For many, the experience represents not just a personal tragedy but a profound injustice that implicates the entire system of guest worker recruitment and employment in the United States. The plight of these workers also raises broader questions about the responsibility of government and society. Regulatory oversight of guest worker programs has often been inadequate, allowing unscrupulous employers and recruiters to operate with impunity. Enforcement mechanisms are weak, and the workers themselves, fearful of deportation, are reluctant to report abuses to authorities. This creates an environment in which exploitation can flourish unchecked. The workers exist in a legal gray zone, present in the country legally yet lacking the full protections that would allow them to assert their rights without fear of reprisal. Their vulnerability is not an accident but a structural feature of the system, one that benefits employers at the expense of the most powerless. Advocates for guest workers argue that meaningful reform is essential. They call for stronger protections that would decouple a worker's legal status from a single employer, allowing individuals to change jobs without jeopardizing their right to remain in the country. They demand greater transparency in recruitment, honest disclosure of wages and conditions, and robust enforcement against employers who violate the law. Above all, they insist that the promises made to workers—especially the promise of a green card—must be honored rather than used as instruments of coercion. The treatment of guest workers who were promised green cards and then deported for protesting illuminates a painful truth about America's relationship with the foreign labor it depends upon. These workers come seeking opportunity and are met instead with exploitation and betrayal. Their stories challenge the nation to reconcile its ideals with its practices and to ask whether a system built on broken promises can ever be considered just. Until meaningful reforms are enacted, guest workers will remain vulnerable to abuse, their dreams held hostage by the very promises that drew them across the border. The American Dream, for these workers, remains a cruel mirage—visible on the horizon yet forever out of reach.