#FactCheck - Viral Claim of Highway in J&K Proven Misleading
Executive Summary:
A viral post on social media shared with misleading captions about a National Highway being built with large bridges over a mountainside in Jammu and Kashmir. However, the investigation of the claim shows that the bridge is from China. Thus the video is false and misleading.

Claim:
A video circulating of National Highway 14 construction being built on the mountain side in Jammu and Kashmir.

Fact Check:
Upon receiving the image, Reverse Image Search was carried out, an image of an under-construction road, falsely linked to Jammu and Kashmir has been proven inaccurate. After investigating we confirmed the road is from a different location that is G6911 Ankang-Laifeng Expressway in China, highlighting the need to verify information before sharing.


Conclusion:
The viral claim mentioning under-construction Highway from Jammu and Kashmir is false. The post is actually from China and not J&K. Misinformation like this can mislead the public. Before sharing viral posts, take a brief moment to verify the facts. This highlights the importance of verifying information and relying on credible sources to combat the spread of false claims.
- Claim: Under-Construction Road Falsely Linked to Jammu and Kashmir
- Claimed On: Instagram and X (Formerly Known As Twitter)
- Fact Check: False and Misleading
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BharOS’s successful testing grabbed massive online attention after Ashwini Vaishnaw, Minister of Communications and Electronics & IT, and Union Education Minister Dharmendra Pradhan unveiled the new mobile operating system. On Data Privacy Day, January 28, it’s appropriate to discuss the safety factors.
The OS is developed by JandKops, which has been incubated by IIT Madras Pravartak Technologies Foundation. It is claimed that BharOS will ensure the prevention of the “execution of any malware” and “execution of any malicious application”.
Even though it is called a Made in India OS, there are many people who disagree with this. It is because the OS is based on an AOSP (Android Open Source Project). It includes similar methodologies, functionalities, and basics used in Google Android.
Global safety factor
Security and data safety has been worldwide issue. A few years ago, Alphabet CEO Sundar Pichai also testified in front of US Congress while facing questions related to privacy, data collection, and location tracking.
While experts say that Android’s app ecosystem is a privacy and security disaster, a study that examined 82,501 apps pre-installed on 1,742 Android smartphones sold by 214 vendors concluded that users are woefully unaware of the significant security and privacy risks posed by pre-installed applications.
Even Apple, which takes cybersafety issues as a top priority, sometimes finds itself in a vulnerable situation. For example, last year Apple users were advised to update their devices to protect against a pair of security flaws that could allow attackers to take complete control.
It was said that one of the software flaws affected the kernel, the deepest layer of the OS shared by all Apple devices, while the other had an impact on WebKit, the technology that powers the Safari web browser.
Security researchers, including NordVPN, said that Apple’s closed development OS makes it more difficult for hackers to develop exploits, while Android raises the threat level since anyone can see its source code to develop exploits.
BharOS is not like iOS but it is kind of similar to Android and based on AOSP. So the question is, how safe would this OS be?
‘Security blanket’
Sandip Kumar Panda, Co-founder and CEO of InstaSafe, told News18: “BharOS acts as a security blanket for devices. The framework is designed in a manner that it prevents the execution of any malicious app and verifies each app on the devices before making it live on the BharOS platform.”
There are no apps without any vulnerabilities, he said. “As the app development progresses, vulnerabilities get introduced either in the form of insecure coding practices or third-party software vulnerabilities integrated with the platform. Since several Android vulnerabilities were discovered over the years, all those bugs would have been fixed now and updates would already have been for AOSP, which will be much more mature now,” he added.
Vineet Kumar, Founder and President of CyberPeace Foundation, believes that “the use of AOSP as the foundation for BharOS is a positive step” as it is a robust platform.
But according to him, it is important to note that no OS can be completely immune to all forms of cyber threats. “The key to staying safe online is to stay vigilant, use security software, keep your software updated, and be mindful of the apps you install and the websites you visit,” he said,
Furthermore, the expert stated that it is possible to make an OS more secure by implementing a variety of security features and technologies such as sandboxing, whitelisting, and application control, as well as rigorous testing and code review processes.
Kumar said: “It would be important for an independent, reputable security firm to evaluate BharOS and test its security features before it can be stated with certainty that it is more secure than other OSs.”
It is difficult to say whether the BharOS will be free of cybersecurity issues without more information about the specific features and security measures that have been implemented, he noted while adding that this OS has to go through a rigorous testing and certification process.
“It will be important to see how it measures up against established security standards and how well it can withstand real-world attacks,” the expert stated.
Reference Link : https://www.news18.com/amp/news/tech/data-privacy-day-how-safe-is-bharos-what-do-cybersecurity-experts-say-you-are-about-to-find-out-6932521.html

Introduction
AI is transforming the way work is done and redefining the nature of jobs over the next decade. In the case of India, it is not just what duties will be taken over by machines, but how millions of employees will move to other sectors, which skills will become more sought-after, and how policy will have to change in response. This article relies on recent labour data of India's Periodic Labour Force Survey (PLFS, 2023-24) and discusses the vulnerabilities to disruption by location and social groups. It recommends viable actions that can be taken to ensure that risks are minimised and economic benefits maximised.
India’s Labour Market and Its Automation Readiness
According to India’s Periodic Labour Force Survey (PLFS), the labour market is changing and growing. Participation in the labour force improved to 60.1 per percent in 2023-24 versus 57.9 per cent the year before, and the ratio of the worker population also improved, signifying the increased employment uptake both in the rural and urban geographies (PLFS, 2023-24). There has also been an upsurge of female involvement. However, a big portion of the job market has been low-wage and informal, with most of the jobs being routine and thus most vulnerable to automation. The statistics indicate a two-tiered reality of the Indian labour market: an increased number of working individuals and a structural weakness.
AI-Driven Automation’s Impact on Tasks and Emerging Opportunities
AI-driven automation, for the most part, affects the task components of jobs rather than wiping out whole jobs. The most automatable tasks are routine and manual, and more recent developments in AI have extended to non-routine cognitive tasks like document review, customer query handling, basic coding and first-level decision-making. There are two concurrent findings of global studies. To start with, part of the ongoing tasks will be automated or expedited. Second, there will be completely new tasks and work positions around data annotation, the operation of AI systems, prompt engineering, algorithmic supervision and AI adherence (World Bank, 2025; McKinsey, 2017).
In the case of India, this change will be skewed by sector. The manufacturing, back-office IT services, retail and parts of financial services will see the highest rate of disruption due to the concentration of routine processes with the ease of technology adoption. In comparison, healthcare, education, high-tech manufacturing and AI safety auditing are placed to create new skilled jobs. NITI Aayog estimates huge returns in GDP with the adoption of AI but emphasises that India has to invest simultaneously in job creation and reskilling to achieve the returns (NITI Aayog, 2025).
Groups with Highest Vulnerability in the Transition to Automation
The PLFS emphasises that a large portion of the Indian population does not have any formal employment and that the social protection is minimal and formal training is not available to them. The risk of displacement is likely to be the greatest for informal employees, making up almost 90% of India’s labour force, who carry out low-skilled, repetitive jobs in the manufacturing and retail industry (PLFS, 2023-24). Women and young people in low-level service jobs also face a greater challenge of transition pressure unless the reskilling and placement efforts can be tailored to them. Meanwhile, major cities and urban centres are likely to have openings for most of the new skilled opportunities at the expense of an increasing geographic and social divide.
The Skills and Supply Challenge
While India’s education and research ecosystem is expanding, there remain significant gaps in preparing the workforce for AI-driven change. Given the vulnerabilities highlighted earlier, AI-focused reskilling must be a priority to equip workers with practical skills that meet industry needs. Short modular programs in areas such as cloud technologies, AI operations, data annotation, human-AI interaction, and cybersecurity can provide workers with employable skills. Particular attention should be given to routine-intensive sectors like manufacturing, retail, and back-office services, as well as to regions with high informal employment or lower access to formal training. Public-private partnerships and localised training initiatives can help ensure that reskilling translates into concrete job opportunities rather than purely theoretical knowledge (NITI Aayog, 2025)
The Way Forward
To facilitate the change process, the policy should focus on three interconnected goals: safeguarding the vulnerable, developing competencies on a large-scale level, and directing innovation towards the widespread ability to benefit.
- Protect the vulnerable through social buffers. Provide informal workers with social protection in the form of portable benefits, temporary income insurance based on reskilling, and earned training leave. While the new labour codes provide essential protections such as unemployment allowances and minimum wage standards, they could be strengthened by incorporating explicit provisions for reskilling. This would better support informal workers during job transitions and enhance workforce adaptability.
- Short modular courses on cloud computing, cybersecurity, data annotation, AI operations, and human-AI interaction should be planned through collaboration between public and private training providers. Special preference should be given to industry-certified certifications and apprenticeship-based placements. These apprenticeships should be made accessible in multiple languages to ensure inclusivity. Existing government initiatives, such as NASSCOM’s Future Skills Prime, need better outreach and marketing to reach the workforce effectively.
- Enhance local labour market mediators. Close the disparity between local demand and the supply of labour in the industry by enhancing placement services and government-subsidised internship programmes for displaced employees and encouraging firms to hire and train locally.
- Invest in AI literacy, AI ethics, and basic education. Democratise access to research and learning by introducing AI literacy in schools, increasing STEM seats in universities, and creating AI labs in the region (NITI Aayog, 2025).
- Encourage AI adoption that creates jobs rather than replaces them. Fiscal and regulatory incentives should prioritise AI tools that augment worker productivity in routine roles instead of eliminating positions. Public procurement can support firms that demonstrate responsible and inclusive deployment of AI, ensuring technology benefits both business and workforce.
- Supervise and oversee the transition. Use PLFS and real-time administrative data to monitor shrinking and expanding occupations. High-frequency labour market dashboards will allow making specific interventions in those regions in which the acceleration of displacement occurs.
Conclusion
The integration of AI will significantly impact the future of the Indian workforce, but policy will determine its effect on the labour market. The PLFS indicates increased employment but a structural weakness of informal and routine employment. Evidence from the Indian market and international research points to the fact that the appropriate combination of social protection, skills building and responsible technology implementation can change disruption into a path of upward mobility. There is a very limited window of action. The extent to which India will realise the productivity and GDP benefits predicted by national research, alongside the investments made in labour market infrastructure, remains uncertain. It is crucial that these efforts lead to the capture of gains and facilitate a fair and inclusive transition for workers.
References
- Annual Report Periodic Labour Force Survey (PLFS) JULY 2022 - JUNE 2023.
- Future Jobs: Robots, Artificial Intelligence, and Digital Platforms in East Asia and Pacific, World Bank.
- Jobs Lost, Jobs Gained: What the Future of Work Will Mean for Jobs, Skills, and Wages, McKinsey Global Institute
- Roadmap for Job Creation in the AI Economy, NITI Aayog
- India central bank chief warns of financial stability risks from growing use of AI, Reuters
- AI Cyber Attacks Statistics 2025, SQ Magazine.

Executive Summary:
A video clip being circulated on social media allegedly shows the Hon’ble President of India, Smt. Droupadi Murmu, the TV anchor Anjana Om Kashyap and the Hon’ble Chief Minister of Uttar Pradesh, Shri Yogi Adityanath promoting a medicine for diabetes. While The CyberPeace Research Team did a thorough investigation, the claim was found to be not true. The video was digitally edited, with original footage of the heavy weight persons being altered to falsely suggest their endorsement of the medication. Specific discrepancies were found in the lip movements and context of the clips which indicated AI Manipulation. Additionally, the distinguished persons featured in the video were actually discussing unrelated topics in their original footage. Therefore, the claim that the video shows endorsements of a diabetes drug by such heavy weights is debunked. The conclusion drawn from the analysis is that the video is an AI creation and does not reflect any genuine promotion. Furthermore, it's also detected by AI voice detection tools.

Claims:
A video making the rounds on social media purporting to show the Hon'ble President of India, Smt. Draupadi Murmu, TV anchor Anjana Om Kashyap, and Hon'ble Chief Minister of Uttar Pradesh Shri Yogi Adityanath giving their endorsement to a diabetes medicine.

Fact Check:
Upon receiving the post we carefully watched the video and certainly found some discrepancies between lip synchronization and the word that we can hear. Also the voice of Chief Minister of Uttar Pradesh Shri Yogi Adityanath seems to be suspicious which clearly indicates some sign of fabrication. In the video, we can hear Hon'ble President of India Smt. Droupadi Murmu endorses a medicine that cured her diabetes. We then divided the video into keyframes, and reverse-searched one of the frames of the video. We landed on a video uploaded by Aaj Tak on their official YouTube Channel.

We found something similar to the same viral video, we can see the courtesy written as Sansad TV. Taking a cue from this we did some keyword searches and found another video uploaded by the YouTube Channel Sansad TV. In this video, we found no mention of any diabetes medicine. It was actually the Swearing in Ceremony of the Hon’ble President of India, Smt. Droupadi Murmu.

In the second part, there was a man addressed as Dr. Abhinash Mishra who allegedly invented the medicine that cures diabetes. We reverse-searched the image of that person and landed at a CNBC news website where the same face was identified as Dr Atul Gawande who is a professor at Harvard School of Public Health. We watched the video and found no sign of endorsing or talking about any diabetes medicine he invented.

We also extracted the audio from the viral video and analyzed it using the AI audio detection tool named Eleven Labs, which found the audio very likely to be created using the AI Voice generation tool with the probability of 98%.

Hence, the Claim made in the viral video is false and misleading. The Video is digitally edited using different clips and the audio is generated using the AI Voice creation tool to mislead netizens. It is worth noting that we have previously debunked such voice-altered news with bogus claims.
Conclusion:
In conclusion, the viral video claiming that Hon'ble President of India, Smt. Droupadi Murmu and Chief Minister of Uttar Pradesh Shri Yogi Adityanath promoted a diabetes medicine that cured their diabetes, is found to be false. Upon thorough investigation it was found that the video is digitally edited from different clips, the clip of Hon'ble President of India, Smt. Droupadi Murmu is taken from the clip of Oath Taking Ceremony of 15th President of India and the claimed doctor Abhinash Mishra whose video was found in CNBC News Outlet. The real name of the person is Dr. Atul Gawande who is a professor at Harvard School of Public Health. Online users must be careful while receiving such posts and should verify before sharing them with others.
Claim: A video is being circulated on social media claiming to show distinguished individuals promoting a particular medicine for diabetes treatment.
Claimed on: Facebook
Fact Check: Fake & Misleading