#FactCheck - Viral Video Showing Man Frying Bhature on His Stomach Is AI-Generated

Executive Summary

A video circulating on social media claims to show the Deputy Chief of Army Staff and former DGMO of the Indian Army, Lieutenant General Rajiv Ghai, dancing with a young woman at a party. Users sharing the clip further allege that other junior military officers were also present at the event. CyberPeace Research Wing research found the claim to be misleading. The viral video has no connection with the Indian Army, Lt Gen Rajiv Ghai, or any official military function. The person seen in the video is actually the father of content creator Akanksha Sehgal, who has featured him in multiple videos on her social media accounts.

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Claim:

A Pakistani handle ‘Baba Thoka’ shared the video on X, alleging that Lt Gen Rajiv Ghai was seen dancing with young women at a party and that junior officers were also present.

1. https://x.com/ThokaReturns/status/2068069535715147896?s=20
2. https://archive.ph/H9EA0

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Fact Check:

A reverse image search of keyframes from the viral video led to the same clip being found on Instagram handle ‘akku_sehgal_’, posted on December 14, 2025. The video caption read: “POV – when your dad and your music taste match.”

• https://www.instagram.com/reels/DSPKg85EyIN/

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Further examination of the content creator Akanksha Sehgal’s Instagram profile showed multiple videos featuring the same father-daughter duo, confirming that the man in the viral clip frequently appears in her content.

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Conclusion:

The viral video claiming to show Lieutenant General Rajiv Ghai dancing at a party is misleading. The individual seen in the video is not the senior Indian Army officer but the father of content creator Akanksha Sehgal.

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Introduction

In a distressing incident that highlights the growing threat of cyber fraud, a software engineer in Bangalore fell victim to fraudsters who posed as police officials. These miscreants, operating under the guise of a fake courier service and law enforcement, employed a sophisticated scam to dupe unsuspecting individuals out of their hard-earned money. Unfortunately, this is not an isolated incident, as several cases of similar fraud have been reported recently in Bangalore and other cities. It is crucial for everyone to be aware of these scams and adopt preventive measures to protect themselves.

Bangalore Techie Falls Victim to ₹33 Lakh

The software engineer received a call from someone claiming to be from FedEx courier service, informing him that a parcel sent in his name to Taiwan had been seized by the Mumbai police for containing illegal items. The call was then transferred to an impersonator posing as a Mumbai Deputy Commissioner of Police (DCP), who alleged that a money laundering case had been registered against him. The fraudsters then coerced him into joining a Skype call for verification purposes, during which they obtained his personal details, including bank account information.

Under the guise of verifying his credentials, the fraudsters manipulated him into transferring a significant amount of money to various accounts. They assured him that the funds would be returned after the completion of the procedure. However, once the money was transferred, the fraudsters disappeared, leaving the victim devastated and financially drained.

Best Practices to Stay Safe

1. Be vigilant and skeptical: Maintain a healthy level of skepticism when receiving unsolicited calls or messages, especially if they involve sensitive information or financial matters. Be cautious of callers pressuring you to disclose personal details or engage in immediate financial transactions.
2. Verify the caller’s authenticity: If someone claims to represent a legitimate organisation or law enforcement agency, independently verify their credentials. Look up the official contact details of the organization or agency and reach out to them directly to confirm the authenticity of the communication.
3. Never share sensitive information: Avoid sharing personal information, such as bank account details, passwords, or Aadhaar numbers, over the phone or through unfamiliar online platforms. Legitimate organizations will not ask for such information without proper authentication protocols.
4. Use secure communication channels: When communicating sensitive information, prefer secure platforms or official channels that provide end-to-end encryption. Avoid switching to alternative platforms or applications suggested by unknown callers, as fraudsters can exploit these.
5. Educate yourself and others: Stay informed about the latest cyber fraud techniques and scams prevalent in your region. Share this knowledge with family, friends, and colleagues to create awareness and prevent them from falling victim to similar schemes.
6. Implement robust security measures: Keep your devices and software updated with the latest security patches. Utilize robust anti-virus software, firewalls, and spam filters to safeguard against malicious activities. Regularly review your financial statements and account activity to detect any unauthorized transactions promptly.

Conclusion:

The incident involving the Bangalore techie and other victims of cyber fraud highlights the importance of remaining vigilant and adopting preventive measures to safeguard oneself from such scams. It is disheartening to see individuals falling prey to impersonators who exploit their trust and manipulate them into sharing sensitive information. By staying informed, exercising caution, and following best practices, we can collectively minimize the risk and protect ourselves from these fraudulent activities. Remember, the best defense against cyber fraud is a well-informed and alert individual.

Introduction

The fast-paced development of technology and the wider use of social media platforms have led to the rapid dissemination of misinformation with characteristics such as diffusion, fast propagation speed, wide influence, and deep impact through these platforms. Social Media Algorithms and their decisions are often perceived as a black box introduction that makes it impossible for users to understand and recognise how the decision-making process works. 

Social media algorithms may unintentionally promote false narratives that garner more interactions, further reinforcing the misinformation cycle and making it harder to control its spread within vast, interconnected networks. Algorithms judge the content based on the metrics, which is user engagement. It is the prerequisite for algorithms to serve you the best. Hence, algorithms or search engines enlist relevant items you are more likely to enjoy. This process, initially, was created to cut the clutter and provide you with the best information. However, sometimes it results in unknowingly widespread misinformation due to the viral nature of information and user interactions. 

Analysing the Algorithmic Architecture of Misinformation

Social media algorithms, designed to maximize user engagement, can inadvertently promote misinformation due to their tendency to trigger strong emotions, creating echo chambers and filter bubbles. These algorithms prioritize content based on user behaviour, leading to the promotion of emotionally charged misinformation. Additionally, the algorithms prioritize content that has the potential to go viral, which can lead to the spread of false or misleading content faster than corrections or factual content.

Additionally, popular content is amplified by platforms, which spreads it faster by presenting it to more users. Limited fact-checking efforts are particularly difficult since, by the time they are reported or corrected, erroneous claims may have gained widespread acceptance due to delayed responses. Social media algorithms find it difficult to distinguish between real people and organized networks of troll farms or bots that propagate false information. This creates a vicious loop where users are constantly exposed to inaccurate or misleading material, which strengthens their convictions and disseminates erroneous information through networks.

Though algorithms, primarily, aim to enhance user engagement by curating content that aligns with the user's previous behaviour and preferences. Sometimes this process leads to "echo chambers," where individuals are exposed mainly to information that reaffirms their beliefs which existed prior, effectively silencing dissenting voices and opposing viewpoints. This curated experience reduces exposure to diverse opinions and amplifies biased and polarising content, making it arduous for users to discern credible information from misinformation. Algorithms feed into a feedback loop that continuously gathers data from users' activities across digital platforms, including websites, social media, and apps. This data is analysed to optimise user experiences, making platforms more attractive. While this process drives innovation and improves user satisfaction from a business standpoint, it also poses a danger in the context of misinformation. The repetitive reinforcement of user preferences leads to the entrenchment of false beliefs, as users are less likely to encounter fact-checks or corrective information.

Moreover, social networks and their sheer size and complexity today exacerbate the issue. With billions of users participating in online spaces, misinformation spreads rapidly, and attempting to contain it—such as by inspecting messages or URLs for false information—can be computationally challenging and inefficient. The extensive amount of content that is shared daily means that misinformation can be propagated far quicker than it can get fact-checked or debunked.

Understanding how algorithms influence user behaviour is important to tackling misinformation. The personalisation of content, feedback loops, the complexity of network structures, and the role of superspreaders all work together to create a challenging environment where misinformation thrives. Hence, highlighting the importance of countering misinformation through robust measures. 

The Role of Regulations in Curbing Algorithmic Misinformation

The EU's Digital Services Act (DSA) applicable in the EU is one of the regulations that aims to increase the responsibilities of tech companies and ensure that their algorithms do not promote harmful content. These regulatory frameworks play an important role they can be used to establish mechanisms for users to appeal against the algorithmic decisions and ensure that these systems do not disproportionately suppress legitimate voices. Independent oversight and periodic audits can ensure that algorithms are not biased or used maliciously. Self-regulation and Platform regulation are the first steps that can be taken to regulate misinformation. By fostering a more transparent and accountable ecosystem, regulations help mitigate the negative effects of algorithmic misinformation, thereby protecting the integrity of information that is shared online. In the Indian context, the Intermediary Guidelines, 2023, Rule 3(1)(b)(v) explicitly prohibits the dissemination of misinformation on digital platforms. The ‘Intermediaries’ are obliged to ensure reasonable efforts to prevent users from hosting, displaying, uploading, modifying, publishing, transmitting, storing, updating, or sharing any information related to the 11 listed user harms or prohibited content. This rule aims to ensure platforms identify and swiftly remove misinformation, and false or misleading content.

Cyberpeace Outlook

Understanding how algorithms prioritise content will enable users to critically evaluate the information they encounter and recognise potential biases. Such cognitive defenses can empower individuals to question the sources of the information and report misleading content effectively. In the future of algorithms in information moderation, platforms should evolve toward more transparent, user-driven systems where algorithms are optimised not just for engagement but for accuracy and fairness. Incorporating advanced AI moderation tools, coupled with human oversight can improve the detection and reduction of harmful and misleading content. Collaboration between regulatory bodies, tech companies, and users will help shape the algorithms landscape to promote a healthier, more informed digital environment.

References:

• https://www.advancedsciencenews.com/misformation-spreads-like-a-nuclear-reaction-on-the-internet/
• https://www.niemanlab.org/2024/09/want-to-fight-misinformation-teach-people-how-algorithms-work/ 
• Press Release: Press Information Bureau (pib.gov.in) 

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