#FactCheck - Digitally Manipulated Video Misrepresents Surinder Choudhary’s Remarks on PM Modi
Executive Summary
A video circulating on social media claims that Jammu and Kashmir Deputy Chief Minister Surinder Choudhary described Prime Minister Narendra Modi as an agent of Pakistan’s Inter-Services Intelligence (ISI). In the viral clip, Choudhary is allegedly heard accusing the Prime Minister of pushing Kashmir towards Pakistan and claiming that even pro-India Kashmiris are disillusioned with Modi’s policies.
However, research by the CyberPeace research wing has found that the video is digitally manipulated. While the visuals are genuine and taken from a real media interaction, the audio has been fabricated and falsely overlaid to misattribute inflammatory remarks to the Deputy Chief Minister.
Claim
An Instagram account named Conflict Watch shared the video on January 20, claiming that J&K Deputy Chief Minister Surinder Choudhary had called Prime Minister Modi an ISI agent. The video purportedly quoted Choudhary as saying that Modi was elected with Pakistan’s support and that Kashmir would soon become part of Pakistan due to his policies.
Here is the link and archive link to the post, along with a screenshot.

Fact Check:
To verify the claim, the Desk conducted a Google Lens search, which led to a video uploaded on January 20, 2026, on the official YouTube channel of Jammu and Kashmir–based news outlet JKUpdate. The footage was an extended version of the viral clip and featured identical visuals. The original video showed Surinder Choudhary addressing the media on the sidelines of the inaugural two-day JKNC Convention of Block Presidents and Secretaries in the Jammu province. A review of the full media interaction revealed that Choudhary did not make any statements calling Prime Minister Modi an ISI agent or suggesting that Kashmir should join Pakistan.
Instead, in the original footage, Choudhary was seen criticising former Jammu and Kashmir Chief Minister and PDP leader Mehbooba Mufti for supporting the BJP during the bifurcation of Jammu and Kashmir and Ladakh into two Union Territories. He also spoke about the challenges faced by the region after the abrogation of Article 370 and demanded the restoration of full statehood for Jammu and Kashmir. During the interaction, Choudhary said that anyone attempting to divide Jammu and Kashmir at the state or regional level was effectively following Pakistan’s agenda and Jinnah’s two-nation theory. He added that such individuals could not be considered patriots.
Here is the link to the video, along with a screenshot.

In the next phase of the research , the Desk extracted the audio from the viral clip and analysed it using the AI-based audio detection tool Aurigin. The analysis indicated that the voice in the viral video was partially AI-generated, further confirming that the clip had been tampered with.
Below is a screenshot of the result.

Conclusion
Multiple social media users shared a video claiming it showed Jammu and Kashmir Deputy Chief Minister Surinder Choudhary calling Prime Minister Narendra Modi an agent of the ISI. However, the CyberPeace found that the viral video was digitally manipulated. While the visuals were taken from a genuine media interaction with the leader, a fabricated audio track was overlaid to attribute the statements to him falsely.
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Introduction
The way we interact, go about our daily lives and manage our financial resources has completely changed in this digital age. Tasks that were earlier done manually (and were extremely time-consuming) now happen in just minutes and seconds. As this convenience expands, so do the risks that come with it. The proliferation of digital technology has opened up a wide arena where we, as users, are getting exposed to a complex environment of emerging cyber threats at every step. This has become especially true for our senior citizens, who face heightened vulnerabilities owing to their age and situational factors. Therefore, getting an understanding of these risks and knowing how to respond to them is no longer optional.
Cybercrime against senior citizens is rising every year. The elderly today are using and depending on smartphones, net banking, UPI (Unified Payments Interface) and social media more than ever. Scammers are preying on this circumstance and perpetrating well-planned cyber attacks on the senior population. A 2024 report from the United States Federal Trade Commission (FTC) that analysed cybercrime data for the year 2023 found that older adults lost more money per incident as opposed to the younger population.
This blog aims at providing practical and easy-to-follow cyber safety tips for senior citizens and a clear action plan on how to respond if they ever fall victim to a scam.
Safe and Smart Browsing for the Elderly: Essential Cybersecurity Tips
- Device safety: Cybersecurity can be ensured with one simple rule, which is securing your device first. This is the first line of defence against cybercrime and can go a long way in preventing online attacks and scams. This device security can be established by using screen locks such as setting up a PIN, lock patterns, fingerprints, or even applying the face lock feature on smartphones and tablets.
The next step is to install a reputable antivirus on your device (such as laptops and desktops) and keep updating it from time to time. Enabling additional security features in your devices, such as ‘automatic updates’, further ensures that the phone’s Operating System (OS) and the Applications (apps) remain up to date. This guarantees that the device’s OS and the apps are fully upgraded to catch and fix any new security threats. Users should also beware of any unauthorised software. Suspicious links or messages that offer free software or updates should be avoided at all costs.
The Government of India’s 2024 cyber safety booklet also stresses the importance of keeping devices and apps equipped with the latest security patches to prevent exploitation of any known vulnerabilities.
- Robust Passwords and 2FA: Weak passwords are one of the easiest entry points for cybercriminals. This is why it is crucial to have strong and robust passwords to keep accounts and devices absolutely secure. It is also important to make sure to avoid using very basic PINs, such as date of birth or predictable ascending digits such as ‘12345’. Also, similar passwords should not be used across various bank, email or social media accounts. While creating a strong password, ideally, one should use a combination of upper case and lower case letters along with mixed digits and special characters. If need be, one can jot down these complex passwords in a separate physical diary to keep a record and refer to it in case of forgetfulness.
Enabling two-factor authentication adds an extra layer of protection. Whenever and wherever possible, users should enable OTP (one-time password) based verification or app-based authentication codes. In case someone does end up stealing the user’s password, they would still need the second factor to log in.
The Government of India supported the Information Security Education and Awareness (ISEA) initiative, which also provides guidelines that recommend the use of passwords and secure authentication as key cyber safety practices for senior citizens.
- Handle messages with caution: Most cybercrime instances against senior citizens are initiated with a phone call, an SMS or a WhatsApp message. Personal details such as OTPs, CVV (3-digit number on the back of a debit/credit card), ATM or UPI PIN, full debit/credit card number, net banking ID and password, etc., should never be shared over a call or a chat. Also, people need to be aware of the fact that genuine officials will never make any demands for such details over calls or messages. ISEA has specifically warned about frauds like phishing, where fraudsters call or message their victims pretending to be from banks, courier companies, telecom operators or from the government to trick seniors into revealing their personal details.
A caller might say ‘Your KYC can get blocked, give OTP now’ or ‘Your card will get deactivated, click this link’. Hang up immediately! Do not click any links, do not share any number and do not install any app that they suggest (eg. remote access apps).
- Banking without worries: Online banking is truly a boon, especially for senior citizens. It eliminates the need to visit the bank in person for every small requirement. But this comfort and ease can serve us well only if we use it with a certain sense of vigilance and responsibility.
Users are advised to use only official banking apps that are downloaded from Google Play Store or the Apple App Store. It is also prudent to activate SMS or email alerts for all online transactions so that the user receives timely notifications of any withdrawal or transfer. Users should also avoid using public Wi-Fi connections for banking or UPI payments. It is better to use your own mobile data or a home Wi-Fi with a strong password. This safeguards your financial transactions. India has a system in place called the Citizen Financial Cyber Fraud Reporting and Management System (CFCFRMS) that quickly responds to online financial fraud, especially with regards to UPI and net banking frauds.
- Think before you share: Beyond online banking and other essential activities on the web, lies the world of social media which has seamlessly woven itself into our daily routines. Therefore, gaining awareness about the safe usage of social media is extremely important. For starters, users should keep the privacy settings of their social media accounts as ‘Private’. They should also be mindful of accepting friend requests from strangers or unknown profiles, even if they claim that they know the user. Users must also avoid ‘oversharing’ on public platforms and social media accounts. It is always best to refrain from posting about personal details on social media such as finances, travel schedules or addresses. If a user receives urgent messages from a close friend or a relative asking for money, then it is better to first call them up directly to verify that the request is genuine.
The older generation should also be wary of fraudsters who, under false identities, build emotional relationships online and then start demanding money, gifts or even private photos from their victims.
- Stay a step ahead: Lastly, senior users can stay a step ahead in this game by familiarising themselves with the typical scams that are targeted towards their age group. This know-how will prepare them to identify scam patterns and early warning signs. Discussing experiences or sharing knowledge with family members or peers can also help seniors bridge the gap between awareness and action.
Fallen for a scam? Don’t panic! Here’s what seniors should do next: An action plan for recovery and protection
We are all human at the end of the day. Anyone can fall for a scam, even the most careful people. The important thing is how to ‘respond’ after getting scammed. As per the 2023 Internet Crime Complaint Center (IC3) Elder Fraud Report, prompt reporting after a scam can improve the chances of either freezing or retrieving the stolen money. If you have fallen for a scam, here is what you should do:
- Keep calm and disconnect: Though it may feel challenging, but the first instinct that victims should display is to keep their calm and hang up the phone. The victim should then block the number and refrain from responding to any further emails or messages. Any remote access app, screen sharing app or a support tool that were installed at the request of the caller, should be instantly uninstalled.
- Alert your bank right away: Time is of the essence when it comes to online financial frauds. If a user has been scammed and he is aware of it, then he should immediately call the official customer care number of his bank. It is to be noted here that this number should be verified from the bank’s website or from the user’s credit/debit card. Once the user is connected to the bank’s support staff, he should inform them clearly that he has been a victim of an online fraud. The support staff may guide the user regarding the options that he can undertake. These can be: blocking the cards, freezing the account or an attempt from the bank’s interface to try and stop or recall the recent transaction.
The Reserve Bank of India (RBI) has laid down certain guidelines on unauthorised electronic banking transactions that encourage quick reporting and provide a steady framework for customer liability. Also, if in case a victim feels that the bank’s response has been unsatisfactory, the complaints can be further escalated to the RBI Ombudsman.
- Reset online credentials: Once the victim has spoken to the bank and taken all necessary steps in that regard, the next step is to reset the passwords. Passwords for netbanking, UPI apps, email accounts, social media, shopping platforms, etc., should all be changed. The victim can also turn on two factor authentication for all important accounts. Incase some critical information like PAN (Permanent Account Number) or Aadhar or SSN (Social Security Number ) has been shared, the victim should be on the lookout for any identity theft in the form of unknown loans, new cards or credit enquiries.
- Notify official cybercrime portals or authorities: The next step is to inform the relevant cybercrime authorities in your region. In India there is a government backed National Cyber Crime Helpline which is a part of the Financial Cyber Fraud Reporting and Management System. The aim of the helpline is to prevent further losses in digital payment frauds. Victims can also file a complaint on the National Cyber Crime Reporting portal. Other than these options, the victim can visit the nearest police station along with copies of their online complaint, bank statements, transaction receipts and ID proofs.
In the US, such complaints can be lodged with the IC3 which runs a specialised elder fraud program. The IC3 also publishes the annual Elder Fraud Report and lays down latest guidelines and trends regarding cybercrime.
- Preserve proofs of the scam: The IC3’s 2023 report notes that detailed and prompt reporting by the victim enables law enforcement and financial institutions to deploy ‘Financial Fraud Kill Chain’ procedures that help in tracing or freezing stolen funds. This is why it is very important to preserve the evidence of a cyber scam. Proper documentation can help banks and law enforcement agencies to properly investigate a case. If possible, the victim should save all messages, WhatsApp chats, emails, screenshots and voice recordings. Establishing a clear timeline of the events also helps. Minute details such as: when the first call was received, what was said and when the money exited the victim’s account, significantly help in piecing together the full picture. Victims should also keep a record of all bank statements and transaction alert messages related to the fraudulent activity.
- Helping seniors heal: Apart from monetary damage, the emotional impact of a scam should also be acknowledged. Getting scammed can be deeply humiliating for senior citizens, especially at their age where everyday life may already feel quite overwhelming. Also, when it comes to their lifelong savings, the ramifications of becoming a victim of an online financial scam can be quite distressing for seniors. The US Department of Justice’s elder fraud content emphasises on the fact that senior victims need ample emotional support and should not be blamed or shamed for their predicament.
Families and caregivers can guide the elderly victims step by step through the recovery process which includes taking the necessary technical steps, filling out forms and following up with banks or authorities. For large value frauds, repeated targeting or cases that involve identity theft, getting a legal consult for the victim is highly advisable. This kind of support and reassurance can help seniors reduce their anxiety and regain their inner strength.
Secure today, safe tomorrow
The rate of cybercrime against senior citizens isn’t showing any signs of slowing down. Scammers are refining their techniques every day. Therefore, the best long standing defence against cybercrime is to make cyber safety a regular habit. This can be achieved with the support of families, caregivers and communities. Beyond the practical steps, spreading awareness and maintaining an open dialogue is equally important. Senior citizens should feel comfortable asking questions, sharing concerns and continue learning from experiences, be it theirs or of others. Reinforcement of safe online practices should become ingrained at the core of every society. When cybersecurity practices merge with everyday life, seniors gain both protection and confidence. Simple and steady digital safety practices that come with guidance and reassurance empower the seniors to enjoy the benefits of technology without fear.
Simply put, the habits that are adopted today will lay the foundation for a secure and safer digital tomorrow.
References
- https://bankingjournal.aba.com/2024/11/ftc-older-adults-lost-up-to-61-5b-to-fraud-in-2023/
- https://www.cert-in.org.in/PDF/CSH_Booklet.pdf
- https://infosecawareness.in/concept/cyber-security-tips-for-senior-citizens
- https://cybercrime.gov.in/UploadMedia/instructions_citizenreportingcyberfrauds.pdf
- https://www.ic3.gov/annualreport/reports/2023_ic3elderfraudreport.pdf
- https://www.arklegal.in/post/how-to-report-cyber-crime-in-india
- https://www.pib.gov.in/Pressreleaseshare.aspx?PRID=1814120
- https://cybercrime.gov.in/Webform/crmcondi.aspx
- https://www.justice.gov/archives/stopfraud-archive/elder-fraud-and-financial-exploitation
- https://www.ftc.gov/system/files/ftc_gov/pdf/federal-trade-commission-protecting-older-adults-report_102024.pdf
- https://www.unionbankofindia.bank.in/pdf/cyber-security-customer-awareness-guide-vol-v.pdf
- https://cdnbbsr.s3waas.gov.in/s371e09b16e21f7b6919bbfc43f6a5b2f0/uploads/2024/11/20241111752149945.pdf
- https://www.dsci.in/files/content/documents/2024/CSAM24-Infographic_Cyber-Safety-Essentials-for-Senior-Citizens-v1.pdf

Executive Summary
A shocking video showing a car hanging from a highway signboard is going viral on social media. The clip allegedly shows a black Mahindra Thar stuck on an overhead direction signboard on the Delhi–Jaipur Highway (NH-48). Social media users are widely sharing the video, claiming it shows a real road accident. However, a research by CyberPeace found the viral claim to be false. Our findings reveal that the circulating video is not real but AI-generated.
Claim
Social media users are sharing the clip as footage of an actual road accident. A viral post on X (formerly Twitter) claims that the incident took place on the Delhi–Jaipur Highway, showing a black Mahindra & Mahindra Thar lodged in a highway signboard.
- https://x.com/SenBaijnath/status/2024098520006029504
- https://archive.ph/cmr5e

Fact Check
On closely examining the viral video, several inconsistencies were observed that are commonly associated with AI-generated content. For instance, it appears highly improbable for a heavy vehicle to get stuck precisely at the center of a signboard at such a height. Despite the scale of the alleged incident, traffic on the highway below continues moving normally without any disruption. Additionally, the text visible on the right side of the signboard appears distorted and unusually written. To further verify the authenticity of the video, we analysed it using the AI detection tool Hive Moderation, which indicated a 99.9% probability that the video was AI-generated.

Another AI image detection tool, WasitAI, also found that the visuals in the viral clip were largely AI-generated.

Conclusion
Based on our research and available evidence, it is clear that the viral video showing a Mahindra Thar hanging from a highway signboard is not real but AI-generated.

Introduction
On June 11, 2026, the Ministry of Home Affairs (MHA) India released one of the most critical Indian government advisories concerning cybersecurity by the Indian Cyber Crime Coordination Centre (I4C) under the National Cybercrime Threat Analytics Unit (NCTAU) concerning the immediate and escalating threat posed by the weaponization of generative artificial intelligence to forge synthetic biometric identities capable of bypassing the existing facial verification mechanisms in India. This advisory is arguably one of the most explicit Indian government recognitions of the deep-seated threats associated with AI-generated deepfakes in the country’s digital financial infrastructure. As many Indian financial service providers embrace facial recognition and biometric verification systems for customer onboarding and authentications, the myth that biometric traits are in themselves secure is slowly unraveling.
The advisory states that cybercriminals are deploying sophisticated AI tools to forge such credible digital simulacrums that exhibit such a precise similarity of facial expressions, eye movements, eye blinks, head movements, and voice patterns that they are virtually indistinguishable from the originals for identity verification mechanisms. Such a confluence of easy AI technology, mass onboarding of digital identities, and underdeveloped infrastructure to detect these synthetics requires urgent regulatory, institutional, and technological intervention.
The I4C Advisory: Core Findings and Threat Architecture
In its advisory, NCTAU describes a complex, multi-step attack chain used by scammers to capture biometric information and perpetrate fraud using everyday social interactions. The attackers typically use social media accounts, chat messengers, online job applications, dating applications, or direct phone calls to reach their targets. These interactions are presented as innocuous, such as for video calls, job interviews, identity checks, or just normal conversation with the intention of recording facial and vocal data.
During these interactions, victims may be asked to perform gestures commonly seen in legitimate video calls, such as look directly at the camera, blink, turn their head, or say specific phrases. However, the perpetrators record this video feed without the victim's knowledge and then use deep learning generative AI technologies to process it. Through methods such as Generative Adversarial Networks (GANs) and diffusion models, the scammers create photorealistic synthetic duplicates of the target, capable of mirroring all physical and vocal attributes, such as facial expressions, blinking patterns, head movements, and even voice tones.
The advisory explicitly states that these synthetic identities can be used for a variety of fraudulent activities, such as spoofing face authentication systems, circumventing liveness detection checks, successfully completing video KYC, enabling fraudulent account recovery processes, and illegally accessing bank and financial services. NCTAU also cautions that these voice deepfakes may be paired with facial deepfakes in an attempt to undermine multi-modal authentication methods, and the occurrence of related SIM-swap attacks can eliminate the last layer of security in OTP verification and facilitate a complete account compromise.
The scale of India's Digital Financial Ecosystem
The scale of I4C's detected threat can be better understood by considering India's entire digital financial landscape. In 2025 India has witnessed over 228 billion UPI transactions, with 21.63 billion in December alone, an annual growth rate of 29% from 2024, and an active user base of over 500 million by the beginning of 2026. Furthermore, total e-KYC transactions by April 2025 have exceeded 2,393 crore, and thus, it can be seen the extent to which these aspects of finance (banking, insurance, and credit) are now conducted via remote digital verification. The transformation, although instrumental in increasing financial inclusion, has, according to some analysts, created an attack surface of historic scale. As hundreds of millions more become financially integrated via the very same channels that now form the country's infrastructure and systems of identity, the threat from identity-based fraud becomes astronomically large.
Indian government data further illustrates the extent to which such frauds are a growing concern. Cybercrime cases jumped 42% year-on-year to 2.27 million in 2024, resulting in losses amounting to nearly 228.45 billion. Within that, 1.34 million UPI cases, worth 1,087 crore, occurred in FY2024 alone, while cybercrimes in general soared from 260,000 cases in 2021 to nearly 2.8 million by 2025, totaling cybercrime losses of 22,931 crore.
How Do Deepfakes Defeat Biometric Systems?
Deepfake fraud, in particular, is extremely difficult to counteract due to the direct attack it poses on the assumptions underlying traditional verification systems. Passive techniques for verifying a live person from a static photo or video existed that primarily looked for similarities in textures, lighting, and geometrical properties or challenged subjects to perform an action in real-time. But the generation of real-time face swapping that contains blinks, head motion, and speaking can now be produced on even cheap machines. Cybercriminals can exploit these by using virtual camera drivers to "inject" the false image feed into the live verification session, nullifying any passive liveness checks. Data from the industry clearly shows the extent of this problem: iProov, a leading authenticator, documented a 7.8-fold rise in injection attacks in 2024; Jumio noted an 88% increase in deepfake-induced fraud in 2025; and voice-deepfake attacks on financial call centres saw a 6.8-fold increase in 2024.
Gartner had also predicted that 30% of organizations would have lost trust in facial verification alone by 2026, and work by Kubam (2024) confirmed a lack of multi-factor authentication such as cross-validation of biometric, document, and device integrity signals used within KYC platforms. Such fears have been corroborated by FATF's 2025 Horizon Scan, which classified deepfakes as an emerging threat to the AML/CDD framework and digital identity verification.
Recommendations by I4C
I4C's advisory goes beyond merely warning about threats and lists actionable recommendations to both institutions and citizens. Banks, NBFCs, fintech companies, and onboarding platforms have been advised to incorporate advanced deepfake and synthetic content detection techniques into their verification flows, given that first-generation liveness checks are not enough. They should employ a multi-modal strategy that considers face features along with the device, network signals, behavioral biometrics, and alignment of face and voice. They also have been advised to make a more robust upgrade of their onboarding and verification platforms, as much of the current remote verification architecture was built in a less sophisticated threat context. This aligns with the KYC Master Direction of the RBI that specifies end-to-end encryption, IP-based access controls, geotagging, and technology platforms and systems are to be upgraded frequently. Citizens are advised by I4C to keep their biometric information secure; be careful of unsolicited video calls and online interviews; keep an eye on transaction-related SMS and emails; and report suspicious instances through the National Cybercrime Reporting Portal and through the telephone number 1930. It is clarified that this advisory aims to create awareness of developing AI-based identity fraud schemes, and it is not a declaration that any specific organization, platform, or service is vulnerable.
The Legislative Dimension: India's Evolving Response to Synthetic Media
The problem highlighted by I4C is evolving in a heavily legislated environment, not a legal void. The first-ever legal definition of "synthetic media" in India came into force in the Information Technology Amendment Rules 2026 on February 20, 2026. These rules oblige significant platforms to remove deepfakes and non-consensual intimate media within three hours and two hours, respectively, or lose their safe harbor protection under Section 79 of the IT Act. While the provision focuses on harm stemming from content, this creates a new legal and normative precedent on dealing with AI-induced deception. However, financial frauds facilitated through deepfakes are not content but involve the use of remote identity verification and customer onboarding systems, which require specific technical standards. The overall policy environment when viewed in light of the FATF Horizon Scan, RBI KYC rules, and recent I4C advisory already offers significant scope to define and introduce mandatory deepfake detection and identity assurance standards even before these are explicitly legislated.
Institutional and Technical Recommendations
- For Financial Institutions and Fintech platforms: The existing verification systems (liveness detection) must be replaced with multi-layered deep-fake detection processes, including injection attack detection, behavioral biometrics, cross-modal facial and voice verification, device integrity check, and hardware attestation during onboarding itself.
- For Regulators: The RBI and Ministry of Home Affairs should work together to release technical standards that specify minimum deepfake-detection requirements for video-KYC and remote onboarding systems in line with FATF digital identity guidance and the upcoming EU AI Act.
- For researchers and academia: Dedicated studies on deepfake detection performance across varied demographic, linguistic, and regional populations of India should be prioritized. Current models are mostly trained on Western data.
- For citizens: Face recordings and other biometric information should be treated with the same caution as sensitive financial details. Be wary of unsolicited video calls, remote interviews, or verification requests from unknown people, and report suspicious activities on any account immediately via the National Cybercrime Helpline (1930) or cybercrime.gov.in.
Conclusion
The I4C advisory of June 2026 marks a critical recognition that advances in generative AI have fundamentally challenged the reliability of facial biometric authentication. For a country whose digital financial ecosystem relies heavily on remote identity verification, the implications are significant. The integrity of India's financial inclusion framework now depends on rapidly strengthening identity assurance mechanisms. Addressing this threat will require coordinated action by regulators, financial institutions, technology developers, researchers, and citizens to develop robust technical standards, enhance detection capabilities, and build public awareness at a pace matching the evolution of AI-enabled fraud.
References and Sources
- I4C / NCTAU Advisory, June 2026 — National Cybercrime Threat Analytics Unit, Indian Cyber Crime Coordination Centre, Ministry of Home Affairs, Government of India. Advisory on AI-Enabled Deepfake Identity Fraud. Issued 11 June 2026.
- shuftipro.com/blog/key-takeaways-from-fatf-horizon-scan-report-on-deepfakes
- https://timesofindia.indiatimes.com/india/fraudsters-creating-deepfakes-to-bypass-facial-authentication-i4c/articleshow/131668958.cms
- hyperverge.co/blog/what-is-a-deepfake
- iproov.com/reports/threat-intelligence-report-2026
- arxiv.org/pdf/2601.06241