#FactCheck: AI Generated audio of CDS admitting that Pakistan Army is superior than Indian Army.

Executive Summary:

A video has gone viral that claims to show Hon'ble Minister of Home Affairs, Shri Amit Shah stating that the BJP-Led Central Government intends to end quotas for scheduled castes (SCs), scheduled tribes (STs), and other backward classes (OBCs). On further investigation, it turns out this claim is false as we found the original clip from an official source, while he delivered the speech at Telangana, Shah talked about falsehoods about religion-based reservations, with specific reference to Muslim reservations. It is a digitally altered video and thus the claim is false. 

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Claims:

The video which allegedly claims that the Hon'ble Minister of Home Affairs, Shri Amit Shah will be terminating the reservation quota systems of scheduled castes (SCs), scheduled tribes (STs)  and other backward classes (OBCs) if BJP government was formed again has been viral on social media platforms. 

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English Translation: If the BJP government is formed again we will cancel ST, SC reservations: Hon'ble Minister of Home Affairs, Shri Amit Shah

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Fact Check:

When the video was received we closely observed the name of the news media channel, and it was V6 News. We divided the video into keyframes and reverse searched the images. For one of the keyframes of the video, we found a similar video with the caption “Union Minister Amit Shah Comments Muslim Reservations | V6 Weekend Teenmaar” uploaded by the V6 News Telugu’s verified Youtube channel on April 23, 2023. Taking a cue from this, we also did some keyword searches to find any relevant sources. In the video at the timestamp of 2:38, Hon'ble Minister of Home Affairs, Shri Amit Shah talks about religion-based reservations calling ‘unconstitutional Muslim Reservation’ and that the Government will remove it.

Further, he talks about the SC, ST, and OBC reservations having full rights for quota but not the Muslim reservation. 

While doing the reverse image, we found many other videos uploaded by other media outlets like ANI, Hindustan Times, The Economic Times, etc about ending Muslim reservations from Telangana state, but we found no such evidence that supports the viral claim of removing SC, ST, OBC quota system. After further analysis for any sign of alteration, we found that the viral video was edited while the original information is different. Hence, it’s misleading and false.

Conclusion:

The video featuring the Hon'ble Minister of Home Affairs, Shri Amit Shah announcing that they will remove the reservation quota system of SC, ST and OBC if the new  BJP government is formed again in the ongoing Lok sabha election, is debunked.  After careful analysis, it was found that the video was fake and was created to misrepresent the actual statement of Hon'ble Minister of Home Affairs, Shri Amit Shah. The original footage surfaced on the V6 News Telugu YouTube channel, in which Hon'ble Minister of Home Affairs, Shri Amit Shah was explaining about religion-based reservations, particularly Muslim reservations in Telangana. Unfortunately, the fake video was false and Hon'ble Minister of Home Affairs, Shri Amit Shah did not mention the end of SC, ST, and OBC reservations.

• Claim: The viral video covers the assertion of Hon'ble Minister of Home Affairs, Shri Amit Shah that the BJP government will soon remove reservation quotas for scheduled castes (SCs), scheduled tribes (STs), and other backward classes (OBCs).
• Claimed on:  X (formerly known as Twitter)
• Fact Check:  Fake & Misleading

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Introduction

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In the hyperconnected world, cyber incidents can no longer be treated as sporadic disruptions; such incidents have become an everyday occurrence. The attack landscape today is very consequential and shows significant multiplication in its frequency, with ransomware attacks incapacitating a health system, phishing attacks hitting a financial institution, or state-sponsored attacks on critical infrastructures. Towards counteracting such threats, traditional ways alone are not enough, they gravely rely on manual research and human intellect. Attackers exercise speed, scale, and stealth, and defenders are always four steps behind. With such a widening gap, it is deemed necessary to facilitate incident response and crisis management with the intervention of automation and artificial intelligence (AI) for faster detection, context-driven decision-making, and collaborative response beyond human capabilities.

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Incident Response and Crisis Management

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Incident response is the structured way in which organisations deal with responding to detecting, segregating, and recovering from security incidents. Crisis management takes this even further, dealing not only with the technical fallout of a breach but also its business, reputation, and regulatory implications. Echelon used to depend on manual teams of people sorting through logs, cross-correlating alarms, and generating responses, a paradigm effective for small numbers but quickly inadequate in today's threat climate. Today's opponents attack at machine speed, employing automation to launch attacks. Under such circumstances, responding with slow, manual methods means delay and draconian consequences. The AI and automation introduction is a paradigm change that allows organisations to equate the pace and precision with which attackers initiate attacks in responding to incidents.

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How Automation Reinvents Response

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Cybercrime automation liberates cybercrime analysts from boring and repetitive tasks that consume time. An analyst manually detects potential threats from a list of hundreds each day, while automated systems sift through noise and focus only on genuine threats. Malware can automatically cause infected computers to be disconnected from the network to avoid spreading or may automatically have its suspicious account permissions removed without human intervention. The security orchestration systems move further by introducing playbooks, predefined steps describing how incidents of a certain type (e.g., phishing attempts or malware infections) should be handled. This ensures fast containment while ensuring consistency and minimising human error amid the urgency of dealing with thousands of alerts.

Automation takes care of threat detection, prioritisation, and containment, allowing human analysts to refocus on more complex decision-making. Instead of drowning in the sea of trivial alerts, security teams can now devote their efforts to more strategic areas: threat hunting and longer-term resilience. Automation is a strong tool of defence, cutting response times down from hours to minutes.

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The Intelligence Layer: AI in Action

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If automation provides speed, then AI is what allows the brain to be intelligent and flexible. Working with old and fixed-rule systems, AI-enabled solutions learn from experiences, adapt to changes in threats, and discover hidden patterns of which human analysts themselves would be unaware. For instance, machine learning algorithms identify normal behaviour on a corporate network and raise alerts on any anomalies that could indicate an insider attack or an advanced persistent threat. Similarly, AI systems sift through global threat intelligence to predict likely attack vectors so organisations can have their vulnerabilities fixed before they are exploited.

AI also boosts forensic analysis. Instead of searching forever for clues, analysts let AI-driven systems trace back to the origin of an event, identify vulnerabilities exploited by attackers, and flag systems that are still under attack. During a crisis, AI is a decision support that predicts outcomes of different scenarios and recommends the best response. In response to a ransomware attack, for example, based on context, AI might advise separating a single network segment or restoring from backup or alerting law enforcement. 

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Real-World Applications and Case Studies

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Already, this mitigation has been provided in the form of real-world applications of automation and AI. Consider, for example, IBM Watson for Cybersecurity, which has been applied in analysing unstructured threat intelligence and providing analysts with actionable results in minutes, rather than days. Like this, systems driven by AI in DARPA's Cyber Grand Challenge demonstrated the ability to automatically identify an instant vulnerability, patch it, and reveal the potential of a self-healing system. AI-powered fraud detection systems stop suspicious transactions in the middle of their execution and work all night to prevent losses. What is common in all these examples is that automation and AI lessen human effort, increase accuracy, and in the event of a cyberattack, buy precious time.

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Challenges and Limitations

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While promising, the technology is still not fully mature. The quality of an AI system is highly dependent on the training data provided; poor training can generate false positives that drown teams or worse false negatives that allow attackers to proceed unabated. Attackers have also started targeting AI itself by poisoning datasets or designing malware that does not get detected. Aside from risks that are more technical, the operational and financial costs involved in implementing advanced AI-based systems present expensive threats to any company. Organisations will have to make expenditures not only on technology but also for the training of staff to best utilise these tools. There are some ethical and privacy issues to consider as well because systems may be processing sensitive personal data, so global data protection laws such as the GDPR or India's DPDP Act could come into conflict.

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Creating a Human-AI Collaboration

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The future is not going to be one of substitution by machines but of creating human-AI synergy. Automation can do the drudgery, AI can provide smarts, and human professionals can use judgment, imagination, and ethical decisions. One would want to build AI-fuelled Security Operations Centres where technology and human experts work in tandem. Continuous training must be provided to AI models to reduce false alarms and make them most resistant against adversarial attacks. Regular conduct of crisis drills that combine AI tools and human teams can ensure preparedness for real-time events. Likewise, it is worth integrating ethical AI guidelines into security frameworks to ensure a stronger defence while respecting privacy and regulatory compliance.

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Conclusion

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Cyber-attacks are an eventuality in this modern time, but the actual impact need not be so harsh. The organisations can maintain the programmatic method of integrating automation and AI into incident response and crisis management so that the response against the very threat can be shifted from reactive firefighting to proactive resilience. Automation gives speed and efficiency while AI gives intelligence and foresight, hence putting the defenders on par and possibly exceeding the speed and sophistication of the attackers. But an utmost system without human inquisitiveness, ethical reasoning, and strategic foresight would remain imperfect. The best defence is in that human-machine relationship symbiotic system wherein automation and AI take care of how fast and how many cyber threats come in, whereas human intellect ensures that every response is aligned with larger organizational goals. This synergy is where cybersecurity resiliency will reside in the future-the defenders won't just be reacting to emergencies but will rather be driving the way.

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References

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• https://www.sisainfosec.com/blogs/incident-response-automation/
• https://stratpilot.ai/role-of-ai-in-crisis-management-and-its-critical-importance/
• https://www.juvare.com/integrating-artificial-intelligence-into-crisis-management/
• https://www.motadata.com/blog/role-of-automation-in-incident-management/

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What Is a VPN and its Significance 

A Virtual Private Network (VPN) creates a secure and reliable network connection between a device and the internet. It hides your IP address by rerouting it through the VPN’s host servers. For example, if you connect to a US server, you appear to be browsing from the US, even if you’re in India. It also encrypts the data being transferred in real-time so that it is not decipherable by third parties such as ad companies, the government, cyber criminals, or others.

All online activity leaves a digital footprint that is tracked for data collection, and surveillance, increasingly jeopardizing user privacy. VPNs are thus a powerful tool for enhancing the privacy and security of users, businesses, governments and critical sectors. They also help protect users on public Wi-Fi networks ( for example, at airports and hotels), journalists, activists and whistleblowers, remote workers and businesses, citizens in high-surveillance states, and researchers by affording them a degree of anonymity. 

What VPNs Do and Don’t 

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•  What VPNs Can Do:
  
  • Mask your IP address to enhance privacy.
  • Encrypt data to protect against hackers, especially on public Wi-Fi.
  • Bypass geo-restrictions (e.g., access streaming content blocked in India).
•  What VPNs Cannot Do:
  
  • Make you completely anonymous and protect your identity (websites can still track you via cookies, browser fingerprinting, etc.).
  • Protect against malware or phishing.
  • Prevent law enforcement from tracing you if they have access to VPN logs.
  • Free VPNs usually even share logs with third parties. 

VPNs in the Context of India’s Privacy Policy Landscape 

In April 2022, CERT-In (Computer Emergency Response Team- India) released Directions under Section 70B (6) of the Information Technology (“IT”) Act, 2000, mandating VPN service providers to store customer data such as “validated names of subscribers/customers hiring the services, period of hire including dates, IPs allotted to / being used by the members, email address and IP address and time stamp used at the time of registration/onboarding, the purpose for hiring services, validated address and contact numbers, and the ownership pattern of the subscribers/customers hiring services” collected as part of their KYC (Know Your Customer) requirements, for a period of five years, even after the subscription has been cancelled. While this directive was issued to aid with cybersecurity investigations, it undermines the core purpose of VPNs- anonymity and privacy. It also gave operators very little time to carry out compliance measures. 

Following this, operators such as NordVPN, ExpressVPN, ProtonVPN, and others pulled their physical servers out of India, and now use virtual servers hosted abroad (e.g., Singapore) with Indian IP addresses. While the CERT-In Directions have extra-territorial applicability, virtual servers are able to bypass them since they physically operate from a foreign jurisdiction. This means that they are effectively not liable to provide user information to Indian investigative agencies, beating the whole purpose of the directive. To counter this, the Indian government could potentially block non-compliant VPN services in the future. Further, there are concerns about overreach since the Directions are unclear about how long CERT-In can retain the data it acquires from VPN operators, how it will be used and safeguarded, and the procedure of holding VPN operators responsible for compliance. 

Conclusion: The Need for a Privacy-Conscious Framework

The CERT-In Directions reflect a governance model which, by prioritizing security over privacy, compromises on safeguards like independent oversight or judicial review to balance the two. The policy design renders a lose-lose situation because virtual VPN services are still available, while the government loses oversight. If anything, this can make it harder for the government to track suspicious activity.  It also violates the principle of proportionality established in the landmark privacy judgment, Puttaswamy v. Union of India (II) by giving government agencies the power to collect excessive VPN data on any user. These issues underscore the need for a national-level, privacy-conscious cybersecurity framework that informs other policies on data protection and cybercrime investigations. In the meantime, users who use VPNs are advised to choose reputable providers, ensure strong encryption, and follow best practices to maintain online privacy and security.

References 

• https://www.kaspersky.com/resource-center/definitions/what-is-a-vpn 
• https://internetfreedom.in/top-secret-one-year-on-cert-in-refuses-to-reveal-information-about-compliance-notices-issued-under-its-2022-directions-on-cybersecurity/#:~:text=tl;dr,under%20this%20new%20regulatory%20mandate. 
• https://www.wired.com/story/vpn-firms-flee-india-data-collection-law/#:~:text=Starting%20today%2C%20the%20Indian%20Computer,years%2C%20even%20after%20they%20have

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