Qwen3 30B A3B

Closest matchGPT 4.1 Nano
Blend score37.2%

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

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  1. 01GPT 4.1 Nano37.2%
  2. 02Gemini 2.5 Flash Lite32.4%
  3. 03GPT OSS 20B31.1%
  4. 04Mistral Nemo26.0%
  5. 05Gemma 3 4B IT25.1%
  6. 06Grok 4 Fast25.1%
  7. 07GPT 4o Mini21.3%
  8. 08GLM 4.620.3%
  9. 09Llama 4 Scout19.3%
  10. 10Grok 4.56.1%
  11. 11Inkling6.0%
  12. 12GLM 5.25.0%
  13. 13Gemini 3.1 Pro4.8%
  14. 14Claude Sonnet 54.6%
  15. 15DeepSeek V4 Pro4.3%
  16. 16Claude Opus 4.84.2%
  17. 17Claude Fable 53.2%
  18. 18Kimi K33.0%
  19. 19GPT 5.6 Sol2.0%

Head to head

Qwen3 30B A3BQwen · 200 outputs
vs
Claude Opus 4.8Claude · 100 outputs
View Claude Opus 4.8 profile
Blend score4.2%
1,286 onlyQwen3 30B A3B114 shared1,286 onlyClaude Opus 4.8

Qwen3 30B A3Bonly1,286

  1. long term sustainabilityessays · 3-gram9×
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  62. loyal customer baseessays · 3-gram2×
  63. long term valueessays · 3-gram1×
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  158. confront uncomfortable truthsessays · 3-gram0×
  159. extreme weather eventsessays · 3-gram2×
  160. machine learning algorithmsessays · 3-gram2×
  161. heavily research developmentessays · 3-gram0×
  162. flexible work arrangementsessays · 3-gram1×
  163. real time inventoryessays · 3-gram0×
  164. without fear retaliationessays · 3-gram0×
  165. long term brandessays · 3-gram2×
  166. company long termessays · 3-gram0×
  167. performance indicators kpisessays · 3-gram1×
  168. size fits approachessays · 3-gram0×
  169. real time feedbackessays · 3-gram1×
  170. far reaching implicationsessays · 3-gram0×
  171. marked pivotal momentessays · 3-gram0×
  172. long term developmentessays · 3-gram1×
  173. social determinants healthessays · 3-gram0×
  174. ethical business practicesessays · 3-gram0×
  175. merely beneficial essentialessays · 3-gram0×
  176. trauma informed careessays · 3-gram0×
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  183. improved patient outcomesessays · 3-gram3×
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  189. increasingly interconnected worldessays · 3-gram1×
  190. intellectual property rightsessays · 3-gram0×
  191. platforms like instagramessays · 3-gram0×
  192. centers disease controlessays · 3-gram0×
  193. disease control preventionessays · 3-gram0×
  194. must go beyondessays · 3-gram0×
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Claude Opus 4.8only1,286

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Same prompt, two outputs

30 of 100
Input prompt

Convert the following summary back into the original text: The Federal Emergency Management Agency (FEMA) is an organization that prepares, prevents, responds to and recovers from natural and manmade disasters. The government created FEMA in 1979, and the organization has gone through various structural and service related changes since then.

Document similarity7.4%
Qwen3 30B A3B842 words
The Federal Emergency Management Agency (FEMA) stands as a pivotal component of the United States’ national disaster response and preparedness infrastructure. Established in 1979, FEMA was created to consolidate and streamline the federal government’s approach to handling emergencies, whether natural or manmade. Prior to its formation, disaster response responsibilities were scattered across numerous federal agencies, leading to redundancy, inefficiencies, and gaps in coordination. The creation of FEMA was a direct response to these systemic shortcomings, aiming to centralize emergency management functions under a single, accountable entity. Since its inception, FEMA has evolved significantly in both structure and operational capacity, adapting to the changing landscape of threats and challenges facing the nation. FEMA’s foundational mission centers on four key phases of emergency management: mitigation, preparedness, response, and recovery. Mitigation involves efforts to reduce or eliminate long-term risk to people and property from disasters—such as reinforcing infrastructure, updating building codes, and implementing floodplain management. Preparedness focuses on planning, training, and exercising to ensure that communities and agencies are ready to act swiftly and effectively when disasters strike. This includes developing emergency operations plans, conducting drills, and stockpiling essential supplies. The response phase is the immediate action taken during and immediately after a disaster, involving search and rescue operations, emergency sheltering, medical care, and the distribution of food and water. Finally, recovery encompasses the long-term efforts to restore communities to their pre-disaster conditions while also addressing opportunities for resilience and improvement. Initially, FEMA operated under a relatively centralized model, with its headquarters in Washington, D.C., and regional offices strategically located throughout the country. These regional offices played a critical role in coordinating federal assistance with state and local governments. Over time, however, the agency has undergone several structural changes, particularly in response to major disasters and evolving policy priorities. A watershed moment came in the aftermath of Hurricane Katrina in 2005, when FEMA’s performance was widely criticized for its slow response, poor coordination, and inadequate communication. The failures exposed systemic weaknesses, including bureaucratic inertia, lack of clear command structure, and insufficient integration with state and local emergency management systems. In response, Congress passed the Post-Katrina Emergency Management Reform Act of 2006, which mandated significant reforms. Among the most impactful changes was FEMA’s reorganization into a more agile and accountable entity within the Department of Homeland Security (DHS), with enhanced authority and better-defined responsibilities. The restructuring included the creation of a more robust incident management system, improved interagency coordination, and greater emphasis on community resilience. FEMA also expanded its engagement with non-governmental organizations, private sector partners, and volunteer groups to strengthen the overall emergency response ecosystem. The agency began placing increased emphasis on risk assessment, data analytics, and technology integration to enhance situational awareness and decision-making during crises. For example, FEMA leveraged geographic information systems (GIS) and predictive modeling to anticipate disaster impacts and deploy resources more efficiently. Additionally, the agency invested heavily in public education initiatives, promoting individual and community preparedness through programs like “Ready.gov,” which provides guidance on creating emergency kits, developing family communication plans, and understanding local risks. Another significant shift has been FEMA’s evolving role in supporting not only large-scale disasters but also smaller, recurring events such as wildfires, hurricanes, floods, and winter storms. The agency also plays a crucial role in responding to manmade disasters, including terrorist attacks, cyber incidents, and hazardous material spills. In the wake of the 9/11 attacks, FEMA strengthened its capabilities in counterterrorism preparedness and worked closely with other federal agencies to enhance national security. Furthermore, the agency has adapted to the growing threat of climate change, which is increasing the frequency and intensity of extreme weather events. FEMA now incorporates climate resilience into its planning and funding decisions, supporting projects that reduce vulnerability to rising sea levels, prolonged droughts, and more severe storms. Despite these advancements, FEMA continues to face challenges. Budget constraints, political influences, and the sheer complexity of coordinating between federal, state, tribal, and local entities remain persistent hurdles. The agency must also balance immediate response needs with long-term investment in prevention and mitigation—areas that often receive less public attention but are critical to reducing future disaster costs. Moreover, ensuring equitable access to FEMA assistance, particularly in underserved and marginalized communities, remains a key concern. Recent events, including the devastation caused by Hurricanes Harvey, Irma, and Maria in 2017, as well as the prolonged wildfires in California, have underscored the need for continued reform and innovation. In conclusion, the Federal Emergency Management Agency has transformed dramatically since its creation in 1979. From a newly formed entity designed to unify federal emergency efforts, FEMA has grown into a sophisticated and multifaceted organization equipped to handle a wide array of threats. Its journey has been marked by both setbacks and successes, each shaping its current capabilities and future direction. As the United States continues to confront an increasingly volatile environment—driven by climate change, technological disruptions, and evolving security threats—FEMA’s role will remain indispensable. Its ability to adapt, innovate, and lead in times of crisis ensures that it remains a cornerstone of national resilience and public safety.
Claude Opus 4.8987 words
The Federal Emergency Management Agency (FEMA) is an organization that prepares, prevents, responds to and recovers from natural and manmade disasters. The government created FEMA in 1979, and the organization has gone through various structural and service related changes since then. FEMA's mission encompasses a broad and critical range of responsibilities that touch nearly every aspect of emergency management in the United States. At its core, the agency exists to safeguard the nation from the devastating impacts of catastrophic events, whether those events arise from the forces of nature or from human actions. Natural disasters such as hurricanes, floods, earthquakes, tornadoes, and wildfires pose ongoing threats to communities across the country, and FEMA plays a central role in helping the nation confront these dangers. At the same time, manmade disasters, including industrial accidents, acts of terrorism, and other emergencies caused by human error or intent, fall squarely within the agency's purview. By addressing both categories of disaster, FEMA ensures that the United States maintains a comprehensive approach to emergency management that does not overlook any potential source of harm. The four pillars of FEMA's work—preparation, prevention, response, and recovery—form a continuous cycle that guides the agency's activities before, during, and after a disaster strikes. Preparation involves the planning and readiness efforts that allow both government agencies and ordinary citizens to be equipped for emergencies before they occur. This includes developing emergency plans, conducting training exercises, and educating the public about the steps they can take to protect themselves and their families. Prevention focuses on reducing the likelihood and severity of disasters, often through measures designed to mitigate risk and minimize potential damage. Response encompasses the immediate actions taken when a disaster occurs, mobilizing resources and personnel to protect lives and property in the critical hours and days following an event. Finally, recovery addresses the longer-term process of helping communities rebuild and return to normal after the immediate crisis has passed. Together, these four functions represent a holistic framework that allows FEMA to manage the full lifecycle of a disaster. The origins of FEMA can be traced to the year 1979, when the federal government made the decision to establish the agency. Prior to this creation, the responsibilities associated with emergency management had been scattered across numerous federal agencies and offices, resulting in a fragmented and often inefficient approach to disaster response. The formation of FEMA represented an effort to consolidate these disparate functions into a single, unified organization capable of coordinating the nation's response to emergencies in a more effective and streamlined manner. This consolidation reflected a growing recognition that disasters, by their very nature, demand a coordinated and centralized response, and that a dedicated agency would be better positioned to meet these challenges than a loose collection of separate entities. Since its establishment in 1979, FEMA has not remained a static organization. Instead, it has undergone various structural and service related changes throughout its history. These changes have reflected the evolving nature of the threats facing the nation, as well as shifting priorities within the federal government. Over the decades, the agency has been reorganized, expanded, and adapted in response to new challenges and lessons learned from past disasters. Structural changes have altered the way the agency is organized internally, affecting reporting relationships, divisions of responsibility, and the manner in which FEMA interacts with other government bodies. Service related changes, on the other hand, have influenced the specific programs and assistance that the agency provides to communities and individuals affected by disasters. Both types of changes demonstrate that FEMA is an organization capable of transformation, one that has continually sought to improve its ability to fulfill its mission in the face of a changing landscape. The various changes that FEMA has experienced illustrate the dynamic environment in which emergency management operates. As the nation has faced new and different kinds of disasters over the years, the agency has been compelled to reassess its methods and structures in order to remain effective. Each major disaster has the potential to reveal shortcomings in existing systems, prompting reforms designed to prevent similar failures in the future. In this way, the history of FEMA can be understood as a series of adaptations, each one building upon the experiences of the past and reflecting an ongoing commitment to protecting the American people from harm. The willingness to change and evolve is itself a testament to the seriousness with which the government and the agency approach the task of emergency management. Understanding the fundamental purpose and history of FEMA provides valuable insight into the broader system of emergency management in the United States. The agency stands as a symbol of the government's commitment to protecting its citizens from the wide array of dangers that threaten their safety and well-being. Whether confronting the destructive power of a hurricane or responding to the aftermath of a manmade catastrophe, FEMA occupies a position of central importance in the nation's efforts to prepare for, prevent, respond to, and recover from disasters. Its creation in 1979 marked a significant milestone in the development of a coordinated national approach to emergency management, and the changes it has undergone since then reflect a continuous effort to refine and strengthen that approach. In conclusion, the Federal Emergency Management Agency represents a vital component of the United States government's disaster management infrastructure. Through its focus on preparation, prevention, response, and recovery, the agency addresses the full spectrum of activities required to manage both natural and manmade disasters. Established in 1979 to unify previously scattered emergency management functions, FEMA has since evolved through numerous structural and service related changes that have shaped it into the organization it is today. This ongoing evolution underscores the agency's dedication to adapting to new challenges and improving its capacity to serve the American people. As a result, FEMA remains an essential institution, one whose work touches the lives of countless individuals and communities whenever disaster strikes.