Using incognito mode and VPN may still not ensure total privacy, according to expert

Executive Summary:

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A video circulating on social media falsely claims that India’s Finance Minister, Smt. Nirmala Sitharaman, has endorsed an investment platform promising unusually high returns. Upon investigation, it was confirmed that the video is a deepfake—digitally manipulated using artificial intelligence. The Finance Minister has made no such endorsement through any official platform. This incident highlights a concerning trend of scammers using AI-generated videos to create misleading and seemingly legitimate advertisements to deceive the public.

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Claim:

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A viral video falsely claims that the Finance Minister of India Smt. Nirmala Sitharaman is endorsing an investment platform, promoting it as a secure and highly profitable scheme for Indian citizens. The video alleges that individuals can start with an investment of ₹22,000 and earn up to ₹25 lakh per month as guaranteed daily income.

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Fact check:

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By doing a reverse image search from the key frames of the viral fake video we found an original YouTube clip of the Finance Minister of India delivering a speech on the webinar regarding 'Regulatory, Investment and EODB reforms'. Upon further research we have not found anything related to the viral investment scheme in the whole video.  

The manipulated video has had an AI-generated voice/audio and scripted text injected into it to make it appear as if she has approved an investment platform. 

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The key to deepfakes is that they seem relatively realistic in their facial movement; however, if you look closely, you can see that there are mismatched lip-syncing and visual transitions that are out of the ordinary, and the results prove our point. 

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Also, there doesn't appear to be any acknowledgment of any such endorsement from a legitimate government website or a credible news outlet. This video is a fabricated piece of misinformation to attempt to scam the viewers by leveraging the image of a trusted public figure.

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Conclusion:

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The viral video showing the Finance Minister of India, Smt. Nirmala Sitharaman promoting an investment platform is fake and AI-generated. This is a clear case of deepfake misuse aimed at misleading the public and luring individuals into fraudulent schemes. Citizens are advised to exercise caution, verify any such claims through official government channels, and refrain from clicking on unknown investment links circulating on social media.

• Claim: Nirmala Sitharaman promoted an investment app in a viral video.
• Claimed On: Social Media
• Fact Check: False and Misleading

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In a recent ruling, a U.S. federal judge sided with Meta in a copyright lawsuit brought by a group of prominent authors who alleged that their works were illegally used to train Meta’s LLaMA language model. While this seems like a significant legal victory for the tech giant, it may not be so. Rather, this is a good case study for creators in the USA to refine their legal strategies and for policymakers worldwide to act quickly to shape the rules of engagement between AI and intellectual property.

The Case: Meta vs. Authors

In Kadrey v. Meta, the plaintiffs alleged that Meta trained its LLaMA models on pirated copies of their books, violating copyright law. However, U.S. District Judge Vince Chhabria ruled that the authors failed to prove two critical things: that their copyrighted works had been used in a way that harmed their market and that such use was not “transformative.” In fact, the judge ruled that converting text into numerical representations to train an AI was sufficiently transformative under the U.S. fair use doctrine. He also noted that the authors’ failure to demonstrate economic harm undermined their claims. Importantly, he clarified that this ruling does not mean that all AI training data usage is lawful, only that the plaintiffs didn’t make a strong enough case.

Meta even admitted that some data was sourced from pirate sites like LibGen, but the Judge still found that fair use could apply because the usage was transformative and non-exploitative.

A Tenuous Win

Chhabria’s decision emphasised that this is not a blanket endorsement of using copyrighted content in AI training. The judgment leaned heavily on the procedural weakness of the case and not necessarily on the inherent legality of Meta’s practices.

Policy experts are warning that U.S. courts are currently interpreting AI training as fair use in narrow cases, but the rulings may not set the strongest judicial precedent. The application of law could change with clearer evidence of commercial harm or a more direct use of content. 

Moreover, the ruling does not address whether authors or publishers should have the right to opt out of AI model training, a concern that is gaining momentum globally.

Implications for India

The case highlights a glaring gap in India’s copyright regime: it is outdated. Since most AI companies are located in the U.S., courts have had the opportunity to examine copyright in the context of AI-generated content. India has yet to start. Recently, news agency ANI filed a case alleging copyright infringement against OpenAI for training on its copyrighted material. However, the case is only at an interim stage. The final outcome of the case will have a significant impact on the legality of these language models being able to use copyrighted material for training.

Considering that India aims to develop “state-of-the-art foundational AI models trained on Indian datasets” under the IndiaAI Mission, the lack of clear legal guidance on what constitutes fair dealing when using copyrighted material for AI training is a significant gap.  

Thus, key points of consideration for policymakers include: 

• Need for Fair Dealing Clarity: India’s fair-dealing provisions under the Copyright Act, 1957, are narrower than U.S. fair use. The doctrine may have to be reviewed to strike a balance between this law and the requirement of diverse datasets to develop foundational models rooted in Indian contexts. A parallel concern regarding data privacy also arises. 
• Push for Opt-Out or Licensing Mechanisms: India should consider whether to introduce a framework that requires companies to license training data or provide an opt-out system for creators, especially given the volume of Indian content being scraped by global AI systems.
• Digital Public Infrastructure for AI: India’s policymakers could take this opportunity to invest in public datasets, especially in regional languages, that are both high quality and legally safe for AI training.
• Protecting Local Creators: India needs to ensure that its authors, filmmakers, educators and journalists are protected from having their work repurposed without compensation, since power asymmetries between Big Tech and local creators can lead to exploitation of the latter.

Conclusion

The ruling in Meta’s favour is just one win for the developer. The real questions about consent, compensation and creative control remain unanswered. Meanwhile, the lesson for India is urgent: it needs AI policies that balance innovation with creator rights and provide legal certainty and ethical safeguards as it accelerates its AI ecosystem. Further, as global tech firms race ahead, India must not remain a passive data source; it must set the terms of its digital future. This will help the country move a step closer to achieving its goal of building sovereign AI capacity and becoming a hub for digital innovation.

References

• https://www.theguardian.com/technology/2025/jun/26/meta-wins-ai-copyright-lawsuit-as-us-judge-rules-against-authors 
• https://www.wired.com/story/meta-scores-victory-ai-copyright-case/ 
• https://www.cnbc.com/2025/06/25/meta-llama-ai-copyright-ruling.html 
• https://www.mondaq.com/india/copyright/1348352/what-is-fair-use-of-copyright-doctrine 
• https://www.pib.gov.in/PressReleasePage.aspx?PRID=2113095#:~:text=One%20of%20the%20key%20pillars,models%20trained%20on%20Indian%20datasets. ‍
• https://www.ndtvprofit.com/law-and-policy/ani-vs-openai-delhi-high-court-seeks-responses-on-copyright-infringement-charges-against-chatgpt

Introduction

Cybersecurity remains a crucial component in the modern digital era, considering the growing threat landscape caused by our increased reliance on technology and the internet. The Karnataka Government introduced a new ‘Cyber Security Policy 2024’ to address increasing cybercrimes and enhance protection measures for the State's digital infrastructure through awareness, skill development, public-private collaborations, and technology integration. Officials stated that the policy highlights various important aspects including raising awareness and providing education, developing skills, supporting the industry and start-ups, as well as forming partnerships and collaborations for enhancing capacity.

Key Highlights

• The policy consists of two components. The initial segment emphasizes creating a robust cyber security environment involving various sectors such as the public, academia, industry, start-ups, and government. The second aspect of the policy aims to enhance the cybersecurity status of the State's IT resources. Although the initial section will be accessible to the public, the second portion will be restricted to the state's IT teams and departments for their IT implementation.
• The Department of Electronics, IT, BT and S&T, the Department of Personnel and Administrative Reforms (e-Governance),and the Home Department, in collaboration with stakeholders from government and private sectors, have collectively formulated this policy. The Indian Institute of Science, the main institute for the state's K-tech Centre of Excellence for Cyber Security (CySecK), also examined the policy.
• The Department of Electronics, IT, BT and S&T, the Department of Personnel and Administrative Reforms (e-Governance),and the Home Department, in collaboration with stakeholders from government and private sectors, have collectively formulated this policy. The Indian Institute of Science, the main institute for the state's K-tech Centre of Excellence for Cyber Security (CySecK), also examined the policy.
• Approximately ₹103.87 crore will be spent over five years to implement the policy, which would be fulfilled from the budget allocated to the Department of Information Technology and Biotechnology and Science & Technology. A total of ₹23.74 crore would be allocated for offering incentives and concessions.
• The policy focuses on key pillars of building awareness and skills, promoting research and innovation, promoting industry and start-ups, partnerships and collaborations for capacity building.
• Karnataka-based undergraduate and postgraduate interns will receive a monthly stipend of INR 10,000- Rs15,000 fora maximum duration of three months under the internship program. The goal is to support 600 interns at the undergraduate level and 120 interns at the post-graduate level within the policy timeframe.
• Karnataka-based start-ups collaborating with academic institutes can receive matching grants of up to 50% of the total R&D cost for cybersecurity projects, or a maximum of ₹50 lakh.
• Reimbursement will be provided for expenses up to a maximum of INR 1 Lakh for start-ups registered with Karnataka Start-up Cell who engage CERT-In empanelled service providers from Karnataka for cyber security audit.
• The Karnataka government has partnered with Meta to raise awareness on cyber security. By reaching out to educational institutions, schools and colleges, it is piloted to provide training to 1 lakh teachers and educate 1 million children on online safety.

CyberPeace Policy Wing Outlook

The Cyber Security Policy, 2024 launched by the Karnataka government is a testament to the state government's commitment to strengthening the cyber security posture and establishing cyber resilience. By promoting and supporting research and development projects, supporting startups, and providing skill training internships, and capacity building at a larger scale, the policy will serve asa positive step in countering the growing cyber threats and establishing a peaceful digital environment for all. The partnership and collaboration with tech companies will be instrumental in implementing the capacity-building initiatives aimed at building cognitive and skill defenses while navigating the digital world. The policy will inspire other state governments in their policy initiatives for building safe and secure cyber-infrastructure in the states by implementing strategies tailored to the specific needs and demands of each state in building safe digital infrastructure and environment.

References:

• https://www.hindustantimes.com/cities/bengaluru-news/karnataka-govt-launches-new-cyber-security-policy-amid-frequent-scams-101722598078117.html
• https://ciso.economictimes.indiatimes.com/amp/news/grc/karnataka-govt-launches-new-cyber-security-policy/112214121
• https://cybermithra.in/2024/08/09/karnataka-cyber-security-policy/

• https://itbtst.karnataka.gov.in/storage/pdf-files/ITBT48ADM2021EngCABINET-GO.pdf