Viral Video Claiming Snowfall Near Ambience Mall in Gurugram Is Misleading
A video circulating widely on social media claims to show snowfall near Ambience Mall in Gurugram, Haryana. The clip is being shared alongside assertions that Gurugram witnessed snowfall for the first time in its history amid a severe cold wave in January 2026. However, an research by Cyber Peace Foundation has found the claim to be misleading. Our verification reveals that the viral video is not recent and has been available online since March 2023.
The Claim
On 14 January 2026, a Facebook user shared the video with the caption,“Something truly unbelievable happened today — Gurgaon witnessed snowfall for the first time in its history!”Through this post, the user implied that the visuals showed snowfall near Ambience Mall during the ongoing cold wave.link and screeshot
- https://www.instagram.com/reel/DTfS9X9DyBo/?utm_source=ig_embed&ig_rid=239ddaf7-ec53-4b1d-8f3b-a5e39540b3ee
- https://archive.ph/JVjHf

Fact Check:
To verify the claim, we conducted a detailed search using relevant keywords but found no credible media reports or official statements to support it. Although Gurugram’s temperature dropped to 0.6 degrees Celsius amid an IMD-issued cold wave warning, there is no evidence to suggest that the city experienced snowfall or hail. As of January 16, 2026, weather records and official sources confirm that no such weather event occurred in Gurugram.
A reverse image search of keyframes extracted from the viral clip traced the same footage to a video uploaded on the YouTube channel Crazy Tube on March 21, 2023. This establishes that the video has been in circulation for nearly three years. In the original upload, the person filming clearly mentions that the visuals were recorded near a toll plaza, further indicating that the clip is unrelated to the recent weather conditions in Gurugram. Link and Screen Shot

We also came across an X (formerly Twitter) post from March 19, 2023, which featured images similar to those seen in the viral video. The post described the visuals as being from a hailstorm in Gurugram, indicating that the content predates the current weather conditions and is unrelated to the recent cold wave.

Conclusion:
The video is old and predates January 2026, and has been on the internet at least since March 2023. While Gurugram recorded a low of 0.6 degrees Celsius amid an IMD cold wave warning, the city did not experience snowfall or hail as of 16 January 2026. News reports from March 2023 confirm heavy rain and hail in Delhi and adjoining areas, including parts of Gurugram, but there is no evidence of snowfall in January 2026. Hence, the claim made in the post is MISLEADING.
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Introduction
The rise of unreliable social media newsgroups on online platforms has significantly altered the way people consume and interact with news, contributing to the spread of misinformation and leading to sources of unverified and misleading content. Unlike traditional news outlets that adhere to journalistic standards, these newsgroups often lack proper fact-checking and editorial oversight, leading to the rapid dissemination of false or distorted information. Social media transformed individuals into active content creators. Social media newsgroups (SMNs) are social media platforms used as sources of news and information. According to a survey by the Pew Research Center (July-August 2024), 54% of U.S. adults now rely on social media for news. This rise in SMNs has raised concerns over the integrity of online news and undermines trust in legitimate news sources. Social media users are advised to consume information and news from authentic sources or channels available on social media platforms.
The Growing Issue of Misinformation in Social Media Newsgroups
Social media newsgroups have become both a source of vital information and a conduit for misinformation. While these platforms allow rapid news sharing and facilitate political and social campaigns, they also pose significant risks of unverified information. Misleading information, often driven by algorithms designed to maximise user engagement, proliferates in these spaces. This has led to increasing challenges, as SMNs cater to diverse communities with varying political affiliations, gender demographics, and interests. This sometimes results in the creation of echo chambers where information is not critically assessed, amplifying the confirmation bias and enabling the unchecked spread of misinformation. A prominent example is the false narratives surrounding COVID-19 vaccines that spread across SMNs, contributing to widespread vaccine hesitancy and public health risks.
Understanding the Susceptibility of Online Newsgroups to Misinformation
Several factors make social media newsgroups particularly susceptible to misinformation. Some of the factors are listed below:
- The lack of robust fact-checking mechanisms in social media news groups can lead to false narratives which can spread easily.
- The lack of expertise from admins of online newsgroups, who are often regular users without journalism knowledge, can result in the spreading of inaccurate information. Their primary goal of increasing engagement may overshadow concerns about accuracy and credibility.
- The anonymity of users exacerbates the problem of misinformation. It allows users to share unverified or misleading content without accountability.
- The viral nature of social media also leads to the vast spread of misinformation to audiences instantly, often outpacing efforts to correct it.
- Unlike traditional media outlets, online newsgroups often lack formal fact-checking processes. This absence allows misinformation to circulate without verification, making it easier for inaccuracies to go unchallenged.
- The sheer volume of user engagement in the form of posts has created the struggle to moderate content effectively imposing significant challenges.
- Social Media Platforms have algorithms designed to enhance user engagement and inadvertently amplify sensational or emotionally charged content, which is more likely to be false.
Consequences of Misinformation in Newsgroups
The societal impacts of misinformation in SMNs are profound. Political polarisation can fuel one-sided views and create deep divides in democratic societies. Health risks emerge when false information spreads about critical issues, such as the anti-vaccine movements or misinformation related to public health crises. Misinformation has dire long-term implications and has the potential to destabilise governments and erode trust in media, in both traditional and social media leading to undermining democracy. If unaddressed, the consequences could continue to ripple through society, perpetuating false narratives that shape public opinion.
Steps to Mitigate Misinformation in Social Media Newsgroups
- Educating users in social media literacy education can empower critical assessment of the information encountered, reducing the spread of false narratives.
- Introducing stricter platform policies, including penalties for deliberately sharing misinformation, may act as a deterrent against sharing unverified information.
- Collaborative fact-checking initiatives with involvement from social media platforms, independent journalists, and expert organisations can provide a unified front against the spread of false information.
- From a policy perspective, a holistic approach that combines platform responsibility with user education and governmental and industry oversight is essential to curbing the spread of misinformation in social media newsgroups.
Conclusion
The emergence of Social media newsgroups has revolutionised the dissemination of information. This rapid spread of misinformation poses a significant challenge to the integrity of news in the digital age. It gets further amplified by algorithmic echo chambers unchecked user engagement and profound societal implications. A multi-faceted approach is required to tackle these issues, combining stringent platform policies, AI-driven moderation, and collaborative fact-checking initiatives. User empowerment concerning media literacy is an important factor in promoting critical thinking and building cognitive defences. By adopting these measures, we can better navigate the complexities of consuming news from social media newsgroups and preserve the reliability of online information. Furthermore, users need to consume news from authoritative sources available on social media platforms.
References
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Introduction
The spread of misinformation online has become a significant concern, with far-reaching social, political, economic and personal implications. The degree of vulnerability to misinformation differs from person to person, dependent on psychological elements such as personality traits, familial background and digital literacy combined with contextual factors like information source, repetition, emotional content and topic. How to reduce misinformation susceptibility in real-world environments where misinformation is regularly consumed on social media remains an open question. Inoculation theory has been proposed as a way to reduce susceptibility to misinformation by informing people about how they might be misinformed. Psychological inoculation campaigns on social media are effective at improving misinformation resilience at scale.
Prebunking has gained prominence as a means to preemptively build resilience against anticipated exposure to misinformation. This approach, grounded in Inoculation Theory, allows people to analyse and avoid manipulation without prior knowledge of specific misleading content by helping them build generalised resilience. We may draw a parallel here with broad spectrum antibiotics that can be used to fight infections and protect the body against symptoms before one is able to identify the particular pathogen at play.
Inoculation Theory and Prebunking
Inoculation theory is a promising approach to combat misinformation in the digital age. It involves exposing individuals to weakened forms of misinformation before encountering the actual false information. This helps develop resistance and critical thinking skills to identify and counter deceptive content.
Inoculation theory has been established as a robust framework for countering unwanted persuasion and can be applied within the modern context of online misinformation:
- Preemptive Inoculation: Preemptive inoculation entails exposing people to weaker kinds of misinformation before they encounter genuine erroneous information. Individuals can build resistance and critical thinking abilities by being exposed to typical misinformation methods and strategies.
- Technique/logic based Inoculation: Individuals can educate themselves about typical manipulative strategies used in online misinformation, which could be emotionally manipulative language, conspiratorial reasoning, trolling and logical fallacies. Learning to recognise these tactics as indicators of misinformation is an important first step to being able to recognise and reject the same. Through logical reasoning, individuals can recognize such tactics for what they are: attempts to distort the facts or spread misleading information. Individuals who are equipped with the capacity to discern weak arguments and misleading methods may properly evaluate the reliability and validity of information they encounter on the Internet.
- Educational Campaigns: Educational initiatives that increase awareness about misinformation, its consequences, and the tactics used to manipulate information can be useful inoculation tools. These programmes equip individuals with the knowledge and resources they need to distinguish between reputable and fraudulent sources, allowing them to navigate the online information landscape more successfully.
- Interactive Games and Simulations: Online games and simulations, such as ‘Bad News,’ have been created as interactive aids to protect people from misinformation methods. These games immerse users in a virtual world where they may learn about the creation and spread of misinformation, increasing their awareness and critical thinking abilities.
- Joint Efforts: Combining inoculation tactics with other anti-misinformation initiatives, such as accuracy primes, building resilience on social media platforms, and media literacy programmes, can improve the overall efficacy of our attempts to combat misinformation. Expert organisations and people can build a stronger defence against the spread of misleading information by using many actions at the same time.
CyberPeace Policy Recommendations for Tech/Social Media Platforms
Implementation of the Inoculation Theory on social media platforms can be seen as an effective strategy point for building resilience among users and combating misinformation. Tech/social media platforms can develop interactive and engaging content in the form of educational prebunking videos, short animations, infographics, tip sheets, and misinformation simulations. These techniques can be deployed through online games, collaborations with influencers and trusted sources that help design and deploy targeted campaigns whilst also educating netizens about the usefulness of Inoculation Theory so that they can practice critical thinking.
The approach will inspire self-monitoring amongst netizens so that people consume information mindfully. It is a powerful tool in the battle against misinformation because it not only seeks to prevent harm before it occurs, but also actively empowers the target audience. In other words, Inoculation Theory helps build people up, and takes them on a journey of transformation from ‘potential victim’ to ‘warrior’ in the battle against misinformation. Through awareness-building, this approach makes people more aware of their own vulnerabilities and attempts to exploit them so that they can be on the lookout while they read, watch, share and believe the content they receive online.
Widespread adoption of Inoculation Theory may well inspire systemic and technological change that goes beyond individual empowerment: these interventions on social media platforms can be utilized to advance digital tools and algorithms so that such interventions and their impact are amplified. Additionally, social media platforms can explore personalized inoculation strategies, and customized inoculation approaches for different audiences so as to be able to better serve more people. One such elegant solution for social media platforms can be to develop a dedicated prebunking strategy that identifies and targets specific themes and topics that could be potential vectors for misinformation and disinformation. This will come in handy, especially during sensitive and special times such as the ongoing elections where tools and strategies for ‘Election Prebunks’ could be transformational.
Conclusion
Applying Inoculation Theory in the modern context of misinformation can be an effective method of establishing resilience against misinformation, help in developing critical thinking and empower individuals to discern fact from fiction in the digital information landscape. The need of the hour is to prioritize extensive awareness campaigns that encourage critical thinking, educate people about manipulation tactics, and pre-emptively counter false narratives associated with information. Inoculation strategies can help people to build mental amour or mental defenses against malicious content and malintent that they may encounter in the future by learning about it in advance. As they say, forewarned is forearmed.
References
- https://www.science.org/doi/10.1126/sciadv.abo6254
- https://stratcomcoe.org/publications/download/Inoculation-theory-and-Misinformation-FINAL-digital-ISBN-ebbe8.pdf
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Introduction
Language is an important part of human communication and a basic aspect of human understanding. The world is a global market and this diversity of languages has led to difficulties in engaging for effective communication and collaboration. India alone has 22 official languages and countless regional languages and dialects which change every few hundred kilometres.
AI has emerged to overcome this challenge of language barriers and has stepped into bringing about a transformative shift. It is leading the charge in breaking down traditional barriers and paving the way for more inclusive and seamless global interactions. AI’s integration into language translation has revolutionised the field, addressing longstanding challenges associated with traditional human-centric approaches. The limitations posed by reliance on human translators, such as time constraints, resource limitations, and the inability to handle the data efficiently, paved the way for the furtherance of the transformative impact of AI. However, challenges such as maintaining translation accuracy, addressing cultural nuances, and ensuring data privacy require careful attention to realize AI's full potential.
AI Technologies Bridging Language Gaps
AI tools have transformed translation, transcription, and natural language processing, providing language solutions. They can instantly translate text, transcribe audio, and analyse linguistic nuances, enabling effective cross-cultural communication. Moreover, AI's adaptive capabilities have facilitated language learning, allowing individuals to grasp new languages and adapt their communication styles to diverse cultural contexts.
AI technologies are making information and services more accessible to non-native speakers and are impacting global business, allowing effective engagement. Building on this transformative potential, various AI tools are now used to bridge language gaps in real-world applications. Some examples of AI’s role in bridging the language gap are:
- Real-time translation tools that enable instant communication by providing translations between languages on the fly. This would help in effortless conversations with clients and partners worldwide.
- Tools such as ‘speech-to-text’ and ‘text-to-speech’ like Murf AI, Lovo AI, and ElevenLabs work towards converting spoken language into written text and vice versa. These technologies have led to streamlined interactions, boosted productivity, and clarity in global business dealings. Businesses can extract important information, insights, and action points from meetings, interviews, and presentations.
- AI chatbots like MyGov Corona Helpdesk, WhatsApp Chatbot by the Government of India, Railway Food Order & Delivery by Zoop India, and Gen AI-Powered 'Elena' by Indian School of Business (ISB) are some examples that act as intelligent virtual assistants that engage in real-time conversations, by answering queries, providing information, and facilitating transactions. They offer round-the-clock support, freeing human resources and enhancing customer experience across language barriers.
Challenges and Limitations of AI Translation
While AI’s integration in combatting language barriers is commendable, there are challenges and limitations in overcoming this endeavour. These challenges and limitations are:
- AI translation systems face several challenges in handling accuracy, context, nuance, and idiomatic expressions.
- These systems may encounter struggles with complex or specialised language, along with those towards regional dialects, leading to potential misinterpretations.
- Biases within the AI models can further affect the inclusivity of translations, often favouring dominant languages and cultural norms while marginalising others.
- Ethical concerns, regarding privacy and data security, particularly when sensitive information is processed have also been arising.
- Ensuring user consent and protecting data integrity are essential to addressing these concerns. As AI continues to evolve, ongoing efforts are needed to improve fairness, transparency, and the cultural sensitivity of translation systems.
AI’s Future in Language Translation
AI technologies are moving towards improving translation accuracy and contextual understanding, allowing AI models to grasp cultural nuances and idiomatic expressions better. This can significantly enhance communication across diverse languages, fostering multilingual interactions and global collaboration in business, education, and diplomacy. Improvements in AI tech are taking place ubiquitous, and models like GPT and Google Translate are now better at capturing nuances, idioms, and cultural differences, reducing errors. AI tools like the Microsoft Translator help cross-continental teams work seamlessly by enhancing their productivity and inclusivity.
AI is capable of offering real-time translation in healthcare, education, and public services. This would enable more inclusive environments and bridging communication gaps. For example in the healthcare system, AI-powered translation tools are helping the industry to provide better care by crossing linguistic barriers. Doctors can now communicate with patients who speak different languages, ensuring equitable care even with linguistic boundaries.
Conclusion
We live in a world where diverse languages pose significant challenges to global communication, and AI has emerged as a powerful tool to bridge these gaps. AI is paving the way for more inclusive and seamless interactions by revolutionising language translation, transcription, and natural language processing. Its ability to break down barriers caused by linguistic diversity ensures effective communication in fields ranging from business to healthcare. Despite challenges like accuracy and cultural sensitivity, the potential for AI to continuously improve is undeniable. As AI technologies evolve, they stand as the key to overcoming language barriers and fostering a more connected and inclusive global community.
Notwithstanding AI's potential abilities to overcome language barriers through advances in natural language processing and translation, cybersecurity and data privacy must always come first. The same technologies that make it easier to communicate globally also put private information at risk. The likelihood of data breaches, personal information misuse, and compromised communication rises in the absence of strict cybersecurity safeguards. Thus, in order to guarantee safe and reliable international Interactions as AI develops, it is crucial to strike a balance between innovation and privacy protection.
References
- https://megasisnetwork.medium.com/ai-and-language-translation-breaking-down-language-barriers-47873cfdb13b
- https://pubmed.ncbi.nlm.nih.gov/38099504/
- https://www.linkedin.com/pulse/breaking-language-barriers-ai-era-leveraging-tools-business-a-rad
- https://www.researchgate.net/publication/373842132_Breaking_Down_Barriers_With_Artificial_Intelligence_AI_Cross-Cultural_Communication_in_Foreign_Language_Education