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React

React is an open-source for building declarative user interfaces from reusable components, emphasizing efficiency through a that minimizes direct manipulations of the browser's DOM tree. Developed internally by engineers at (now ) to address challenges in maintaining complex UIs for its platform, React enables the creation of interactive web and native applications via a component-based that promotes and state-driven rendering. Key features include JSX for blending HTML-like syntax with , hooks such as useState for managing component state without classes, and compatibility with extensions like for mobile development and frameworks such as for server-side rendering. First publicly released in 2013 after internal prototyping, React has evolved through major versions, including React 18 in 2022 with concurrent rendering improvements and React 19 in 2024 adding async transition support, all rigorously tested on 's production scale serving billions of users. Its adoption is extensive, powering interfaces for 's products, , , and others, with over 20 million weekly downloads of its core package as of late 2024 and usage on millions of websites globally. While praised for enabling scalable, performant UIs via first-principles like unidirectional data flow, React has drawn criticism for fostering ecosystem bloat, steep learning curves due to its paradigm shift from imperative to , and over-engineering simple applications, contributing to broader "frontend fatigue" in development. Maintained by 's team with community contributions, React's design prioritizes long-term stability through semantic versioning and experimental channels, though frequent paradigm shifts like the introduction of hooks in 2018 have required significant code migrations for users.

Computing

React (JavaScript library)

React is an open-source designed for constructing user interfaces, particularly for applications, through a declarative, component-based that emphasizes reusable elements. It enables developers to create interactive views by composing components—self-contained pieces of code akin to functions that accept inputs (props) and output rendered elements—facilitating efficient management of application state and dynamic updates without manual DOM manipulation. Maintained primarily by (formerly ) under an , React powers interfaces for high-traffic sites including , , , and , leveraging its to minimize re-renders by diffing changes and applying only necessary updates to the real DOM. The library originated internally at in 2011, when engineer Jordan Walke developed it to address scalability issues in rendering complex, dynamic feeds like the news feed, drawing inspiration from XHP (an component framework for ) to embed markup-like syntax within . It was first deployed on 's search results page in mid-2012 and expanded to the news feed shortly after, proving effective in handling frequent UI updates at scale. React was publicly announced and open-sourced at JSConf US on May 29, 2013, with version 0.3.0 marking its initial release; subsequent milestones include version 1.0 in 2014 for stabilization, the introduction of hooks in 16.8 (February 2019) for functional component without classes, and concurrent rendering features in 18.0 (March 2022) to support non-blocking updates. As of October 2025, the latest stable release is 19.2.0, incorporating enhancements like improved server components and a beta compiler for automatic to reduce boilerplate and optimize . Core to React's architecture is the virtual DOM, a lightweight in-memory representation of the real DOM that allows batching and reconciling changes efficiently, resulting in measurable performance gains for large-scale applications compared to direct manipulation libraries like prevalent in the early . It supports JSX, a syntax extension transpiled to function calls, enabling developers to write HTML-like structures inline (e.g., <div>Hello {name}</div>), which promotes readability while maintaining JavaScript's flexibility for logic integration. Data flows unidirectionally from parent to child components via props, with state managed locally or through external libraries like Redux for global concerns, enforcing predictability and easing . React's ecosystem extends beyond core UI rendering via companion tools: React Router for client-side navigation, for server-side rendering and static generation, and (released 2015) for cross-platform mobile apps sharing code with web versions. remains dominant, with surveys indicating over 40% of professional frontend developers using it as their primary framework in 2025, powering approximately 1.3 million websites and ranking second in developer preference behind none in web UI libraries. Its prevalence stems from empirical advantages in developer productivity and runtime efficiency, though critics note a for hooks and ecosystem fragmentation, yet billions of lines of production code underscore its entrenched role in modern .

ReAct (reasoning and acting paradigm)

ReAct is a paradigm designed to enhance the reasoning and decision-making abilities of large language models (LLMs) by integrating internal verbal reasoning with external task-specific actions in an interleaved sequence. Developed to address limitations in purely generative or retrieval-based approaches, ReAct prompts LLMs to produce structured outputs that alternate between reasoning traces—explicit step-by-step thoughts—and actions that interact with external tools or environments, such as APIs, databases, or simulators. This synergy enables models to dynamically incorporate environmental feedback into subsequent reasoning, fostering more robust problem-solving on tasks involving knowledge retrieval, multi-step inference, and interactive decision-making. The core mechanism of ReAct operates through a cyclic process: the model first generates a "Thought" token to articulate its reasoning (e.g., analyzing the problem or hypothesizing next steps), followed by an "" token to invoke a specific or environment interaction (e.g., querying a or executing a command in a simulated world). Upon receiving an "" from the action's outcome, the model resumes with further reasoning, repeating until a final answer is derived via an "" token. This structure draws from chain-of-thought prompting for internal coherence while extending it with grounded actions, reducing hallucinations by tying outputs to verifiable external data. Experiments in the foundational work, using models like PaLM-540B, demonstrated ReAct's superiority over baselines: for instance, it achieved 34% exact match accuracy on HotpotQA (a multi-hop question-answering ) compared to 24% for chain-of-thought alone, and 46% success rate on ALFWorld (a text-based ) versus 34% for imitation learning agents. ReAct was introduced in the 2022 paper "ReAct: Synergizing Reasoning and Acting in Language Models" by researchers including Shunyu Yao from , Dian Yu and Jeffrey Zhao from , and others affiliated with and UC Berkeley, with the preprint uploaded to on October 6, 2022, and later accepted to the (ICLR) in 2023. The approach builds on prior advances in , such as and tool-augmented generation, but uniquely emphasizes mutual reinforcement: reasoning guides action selection, while action observations refine reasoning trajectories. Evaluations spanned diverse domains, including fact verification (, where ReAct reached 79% accuracy versus 68% for generative baselines) and web navigation (WebShop, with 39% success versus 25% for methods), highlighting its generalization without task-specific fine-tuning. Since its inception, ReAct has influenced agentic AI frameworks, such as and implementations in libraries like Transformers, where it serves as a foundational for building autonomous systems capable of tool use. Extensions include integrations with retrieval-augmented generation () for knowledge-intensive tasks and adaptations for inputs, though core evaluations underscore its efficacy primarily with sufficiently large models (e.g., benefits observed from 7B to 540B parameters). Limitations noted in original analyses involve on high-quality tool interfaces and potential error propagation in long trajectories, yet empirical gains in interactive settings affirm its role in advancing agents toward human-like deliberation.

Arts and entertainment

Music

React Records is a electronic dance music record label established in the early by James Horrocks and Thomas Foley, initially as a consultancy for before operating independently under React Music Ltd. The label specialized in club-oriented releases, achieving success with compilation albums like the Reactivate series, which highlighted tracks from the golden era of dance music, including artists such as Baby D and . It featured influential acts in trance, , and , contributing to the rave and club scene through singles and samplers that emphasized high-energy electronic sounds. The Fixx, a British new wave band, released React as their first official live album on October 13, 1987, via RCA Records. Recorded during three concerts in Canada in October 1986, the album combines live performances of hits like "Stand or Fall" and "Saved by Zero" with studio remakes and new tracks, capturing the band's energetic stage presence amid their mid-1980s commercial peak. React was an American boy band formed in the late 1990s, comprising vocalists Tim Cruz and Daniel Meteryeon. Their debut single, a cover of "Let's Go All the Way" (originally by Sly Fox), peaked at number 4 on the Billboard Hot Dance Club Play chart in 1998, marking a modest dance hit produced in the style of contemporary pop acts. The group released a self-titled album that year on Columbia Records, featuring upbeat tracks aimed at club and radio play, though they disbanded shortly thereafter without further major successes. Other musical uses of "React" include the 2023 single "REACT" by featuring , a house track that charted in several European countries, and the 2020 comeback single "React" by , which debuted atop the upon release. Additionally, ambient artists Ian Boddy and Robert Rich collaborated on a 1997 album titled React, blending drones and atmospheric soundscapes.

Organizations

Emergency communications

REACT, an for Radio Emergency Associated Communications Teams, is an non-profit volunteer organization specializing in emergency communications support using citizen's band () radio and . Established in 1962 in the United States and as a CB Channel 9 for distress calls, it has grown to facilitate coordination during disasters, public events, and routine public safety operations worldwide. REACT teams collaborate with local authorities, including for tasks like traffic control, and provide specialized services such as weather watches and event communications. Operating under a 501(c)(3) status, the organization trains members to deliver auxiliary communications when primary systems fail, emphasizing community self-reliance without supplanting official emergency services. As of recent records, REACT maintains active teams across multiple countries, focusing on and rapid deployment in crises.

Humanitarian aid

REACT Disaster Response is a United Kingdom-based charity established in 2015 that delivers rapid humanitarian interventions during emergencies and crises, emphasizing support for vulnerable populations in hard-to-reach areas. The organization focuses on direct action without bureaucratic delays, recruiting and training volunteers with backgrounds in military service, emergency services, and humanitarian work to form agile response teams. Its operations adhere to core humanitarian principles, including humanity, neutrality, impartiality, and independence, as outlined in its registered charitable objects for relieving suffering from natural hazards, disasters, conflicts, or other catastrophes. Registered as a charity with the Charity Commission for England and Wales under number 1163214, REACT maintains credibility through formal governance and transparent reporting. Key activities include providing , , last-mile for aid delivery, and efforts to build local capacity and resilience in affected communities. Domestically, REACT has supported responses to events like incidents and emergencies, notably contributing to the national COVID-19 effort by aiding frontline services and vulnerable groups. Internationally, teams deploy to major , offering on-the-ground assistance such as checks, supply distribution, and coordination with local responders, with a emphasis on early intervention to mitigate escalation. The charity operates on a volunteer-driven model, enabling scalable deployments while minimizing overheads, and collaborates with established relief networks to amplify impact without duplicating efforts. REACT's approach integrates military-style efficiency with humanitarian ethics, prioritizing rapid assessment and adaptive tactics over prolonged engagements. As of 2025, it continues active recruitment for responders trained in skills, sustaining a network capable of mobilizing within hours of a crisis declaration. While effective in niche rapid-response roles, the organization's scale remains modest compared to larger international agencies, focusing instead on complementary support in underserved gaps.

Other uses

Acronyms in science and technology

In science and technology, REACT commonly refers to the Relating, Experiencing, Applying, Cooperating, and Transferring , a model designed to enhance student engagement and retention in disciplines by integrating real-world applications with active participation. Developed as an instructional , it begins with relating concepts to everyday experiences, progresses to experiencing through hands-on activities, applying knowledge in problem-solving, cooperating in group settings, and culminates in transferring skills to novel situations; empirical studies demonstrate its efficacy in improving outcomes in subjects like and , outperforming conventional methods in fostering . Another prominent usage is Renal Autologous Cell Therapy (REACT), an investigational biotechnology treatment for chronic kidney disease, particularly in diabetic patients, involving the percutaneous injection of patient-derived selected renal cells to promote nephron repair and slow glomerular filtration rate decline. Phase 2 trials, such as RMCL-002 completed in 2023, reported interim data showing stabilization of kidney function in moderate- to high-risk cohorts, with up to two bilateral injections administered 3–6 months apart; ongoing phase 3 studies, including REGEN-006 initiated around 2023, evaluate long-term durability against standard care. REACT also denotes the Rare Earth Alternatives in Critical Technologies program, a U.S. Department of Energy initiative launched in 2011 under ARPA-E to fund early-stage research substituting scarce rare earth elements in permanent magnets and electronics, addressing supply chain vulnerabilities. Allocated approximately $30 million across multiple projects, it targeted low-cost, abundant materials like iron-nitride composites to enable efficient motors and generators, with outcomes influencing subsequent materials science advancements in reducing rare earth dependency by up to 100% in select applications.

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