#FactCheck -Viral Video of General Manoj Pande Misleading, Audio Found to Be AI-Generated
Executive Summary:
A video of former Army Chief General Manoj Pande is going viral on social media with the claim that he attacked the Modi government, saying that supporting Israel is causing significant harm to the Indian Army. The research by CyberPeace revealed that the audio present in the viral video is AI-generated. No such statement was made in the original video.
Claim:
On social media platform X, while sharing the viral video, users wrote, “Delhi: Former Army Chief General Manoj Pande (Retd.) said, ‘Do you know what the biggest loss of supporting Israel is? Our Indian Army was always trained as a moral force, but the current situation is turning it into an ethnic force. Remember my words, this situation is moving towards a complete rebellion. We have all seen what is happening in Assam.’ ‘The Israeli army stands against humanity, and brutality has become its identity. Our army is becoming like them due to its association. The Modi government and the Sangh Parivar are responsible for this. For both, Israel is an ideal country, and they are running an agenda to turn India into Israel.’”

Fact Check:
In the research of the viral video claiming that former Army Chief General Manoj Pande attacked the Modi government, we conducted a reverse image search with the help of keyframes. During this process, we found a video uploaded on March 14 on the X account of the news agency Press Trust of India (PTI).
The visuals present in the video matched those in the viral video.
In this video, former Army Chief General Manoj Pande was seen delivering a speech in Marathi and English. However, during this, he was talking about increasing new kinds of capabilities in view of the current situation and not mentioning Israel, as claimed in the viral video. In the approximately 1 minute 15 seconds long video, he did not give any such statement as present in the viral video.

While taking the research forward, we found a report published on March 15, 2026, on the website of ThePrint. This report mentioned the speech delivered by former Army Chief General Manoj Pande, but no report mentioned the statement shown in the viral video.

Conclusion:
Our research found that the audio present in the viral video is AI-generated. In the original video, he did not make any such statement.
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Introduction
The use of digital information and communication technologies for healthcare access has been on the rise in recent times. Mental health care is increasingly being provided through online platforms by remote practitioners, and even by AI-powered chatbots, which use natural language processing (NLP) and machine learning (ML) processes to simulate conversations between the platform and a user. Thus, AI chatbots can provide mental health support from the comfort of the home, at any time of the day, via a mobile phone. While this has great potential to enhance the mental health care ecosystem, such chatbots can present technical and ethical challenges as well.
Background
According to the WHO’s World Mental Health Report of 2022, every 1 in 8 people globally is estimated to be suffering from some form of mental health disorder. The need for mental health services worldwide is high but the supply of a care ecosystem is inadequate both in terms of availability and quality. In India, it is estimated that there are only 0.75 psychiatrists per 100,000 patients and only 30% of the mental health patients get help. Considering the slow thawing of social stigma regarding mental health, especially among younger demographics and support services being confined to urban Indian centres, the demand for a telehealth market is only projected to grow. This paves the way for, among other tools, AI-powered chatbots to fill the gap in providing quick, relatively inexpensive, and easy access to mental health counseling services.
Challenges
Users who seek mental health support are already vulnerable, and AI-induced oversight can exacerbate distress due to some of the following reasons:
- Inaccuracy: Apart from AI’s tendency to hallucinate data, chatbots may simply provide incorrect or harmful advice since they may be trained on data that is not representative of the specific physiological and psychological propensities of various demographics.
- Non-Contextual Learning: The efficacy of mental health counseling often relies on rapport-building between the service provider and client, relying on circumstantial and contextual factors. Machine learning models may struggle with understanding interpersonal or social cues, making their responses over-generalised.
- Reinforcement of Unhelpful Behaviors: In some cases, AI chatbots, if poorly designed, have the potential to reinforce unhealthy thought patterns. This is especially true for complex conditions such as OCD, treatment for which requires highly specific therapeutic interventions.
- False Reassurance: Relying solely on chatbots for counseling may create a partial sense of safety, thereby discouraging users from approaching professional mental health support services. This could reinforce unhelpful behaviours and exacerbate the condition.
- Sensitive Data Vulnerabilities: Health data is sensitive personal information. Chatbot service providers will need to clarify how health data is stored, processed, shared, and used. Without strong data protection and transparency standards, users are exposed to further risks to their well-being.
Way Forward
- Addressing Therapeutic Misconception: A lack of understanding of the purpose and capabilities of such chatbots, in terms of care expectations and treatments they can offer, can jeopardize user health. Platforms providing such services should be mandated to lay disclaimers about the limitations of the therapeutic relationship between the platform and its users in a manner that is easy to understand.
- Improved Algorithm Design: Training data for these models must undertake regular updates and audits to enhance their accuracy, incorporate contextual socio-cultural factors for profile analysis, and use feedback loops from customers and mental health professionals.
- Human Oversight: Models of therapy where AI chatbots are used to supplement treatment instead of replacing human intervention can be explored. Such platforms must also provide escalation mechanisms in cases where human-intervention is sought or required.
Conclusion
It is important to recognize that so far, there is no substitute for professional mental health services. Chatbots can help users gain awareness of their mental health condition and play an educational role in this regard, nudging them in the right direction, and provide assistance to both the practitioner and the client/patient. However, relying on this option to fill gaps in mental health services is not enough. Addressing this growing —and arguably already critical— global health crisis requires dedicated public funding to ensure comprehensive mental health support for all.
Sources
- https://www.who.int/news/item/17-06-2022-who-highlights-urgent-need-to-transform-mental-health-and-mental-health-care
- https://health.economictimes.indiatimes.com/news/industry/mental-healthcare-in-india-building-a-strong-ecosystem-for-a-sound-mind/105395767#:~:text=Indian%20mental%20health%20market%20is,access%20to%20better%20quality%20services.
- https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2023.1278186/full

Introduction
Imagine a scenario where a call is received by a senior citizen. The phone rings, he picks up. On the other side of the line is a polite and seemingly genuine bank official who informs him that his bank account has somehow been jeopardised and that he should quickly move his money to a safer escrow account right away. Or another situation where a police officer ends up threatening a senior citizen over a video call and places him under a digital arrest, pressuring him to pay up money in order to be set free.
This is not the storyline of a heist movie. This is the frightening new digital reality of millions of elderly people living all over the world.
Cybercrime against senior citizens has surged dramatically over the last few years. The year 2023 witnessed people (aged 60 and above), who submitted more than 101,000 complaints to the Federal Bureau of Investigation’s (FBI) Internet Crime Complaint Centre (IC3) in the United States. The total losses reached approximately 3.4 billion dollars, which reflected an increase of 11% in comparison to the previous year. Tech-support scams, investment frauds, government impersonation schemes, etc., have been some of the most recent and significant risks to the financial security of senior citizens.
This sharp increase in cyber fraud that has been targeting the seniors has shocked everyone, from the authorities to families. From phishing emails to fake customer care numbers to various digital payment scams, cyber criminals have deliberately been exploiting the senior population. They have repeatedly displayed the ability to wipe out a senior’s entire lifetime of savings in just a matter of minutes. The rise in cyber scams has been so alarming that even the Supreme Court of India expressed a deep concern over an estimated 3,000 crore rupees that was lost due to digital arrest scams.
Behind these statistics, there have been several individual cases that have revealed the true reality and the personal impact of such scams. The scale of this threat was clearly illustrated when, reportedly, an 86-year-old woman from Mumbai lost 20 crore rupees in a well-planned digital arrest scam in a timeline of 3-4 months between December 2024 and March 2025. In other real-life instances, in December 2025, multiple senior citizens from Hyderabad and Delhi were manipulated into transferring tens of lakhs under the false implication of undergoing a legal action.
This blog aims to focus specifically on the ways and means of:
- How cybercriminals operate against senior citizens,
- The most typical online scams that target seniors and
- How to quickly identify them.
Revealing the Insides of the Scammer’s Playbook: How They Operate, Trick and Steal
- Picking out the prey: Fraudsters use classified information from various leaked online databases, social media profiles, online images, phone directories and in some instances, even obituaries, to build comprehensive lists of potential and vulnerable senior citizen targets. It may be shocking to know that these scammers could already be aware of your age, bank, city and the details of your family members.
- Masquerading and trust theatrics: Scammers pose as authoritative figures such as bank officers, RBI (Reserve Bank of India) or tax officials, telecom staff, Microsoft or Apple tech support, CBI (Central Bureau of Investigation), ED (Enforcement Directorate) and even judges. They further support this spectacle by creating professional emails, logos, illegal websites and forged notices. Caller IDs can be spoofed and can even appear in the name of a trusted bank or a government helpline. In digital arrest scams, scammers may build a fake courtroom or police station to showcase their authority and authenticity over video calls.
- Tugging at emotions and pulling the strings of fear: Cyber fraudsters rarely rely on logic as the basis. Instead, they attack emotions. They may make statements such as: ‘your account is being used for money laundering, you may be arrested today’, thus creating feelings of fear and panic in the mind of the targeted individual. ‘You’ve won a lottery!’, another example that appeals to the emotions of greed and excitement, or ‘Grandma, I’ve been in an accident; please send money and don’t tell anyone’, a classic example that preys on the emotions of love, urgency and concern.
There are more such illustrations: ‘Once in a lifetime investment opportunity’, ‘verify your details in the next 10 minutes or else your account will be frozen, ‘your computer has been hacked; only our technical team can fix it’, and the list goes on.
- The final grab: Cash, Credentials and Control: After all that pretending and emotional manipulation, cyber criminals make their last and final move that essentially closes the deal. They may ask for OTPs (one-time passwords), internet banking credentials, or remote access via screen sharing mode. In other cases, they may pressurise their victims into making direct UPI (Unified Payments Interface) transfers, RTGS (Real-time Gross Settlement) / NEFT (National Electronic Funds Transfer) transfers and payment in the form of gift cards, vouchers or cryptocurrency. This marks the extraction phase. This is the moment where access and control is attained by the fraudster. After this, financial accounts, sensitive information, data, etc., can all be quickly drained, beyond any chance of recovery.
Unveiling the Cyber Scam Spectrum
Below are some of the most commonly deployed online scams that are targeted towards the senior citizens of the present day.
- Imposters in Power: Impersonation scams, on a global level, have proved to be one of the fastest-growing and costliest frauds that occur against seniors. The scammers feign and impersonate officials from banks, income tax departments or even big companies such as Amazon. They would generally warn you about a failed KYC (Know Your Customer) update, your account being blocked or a legal violation. The victim is basically caught off-guard and is forced to share crucial details such as login credentials and OTPs.
- The Digital Arrest Scam: From Call to Con: Lately, digital arrest has become one of the most terrifying scams that senior citizens have had to face. Seniors receive a voice call or a video call from someone who claims to be a police officer or a CBI/ED officer. Then, in a strict and authoritative tone, they make false claims about how the elderly’s Aadhaar, PAN (Permanent Account Number) or phone details have come under scrutiny for being linked to serious crimes such as drug trafficking, money laundering and terrorism. They threaten the elderly that they could be put under immediate arrest, their property could be seized, or they could be publicly humiliated. Once they have established fear, they then go on to show fake documents or court orders to corroborate their assertions.
Thereafter, the senior citizen is informed that he or she has been placed under a digital house arrest. They force the victim to stay on the video call, sometimes for hours and days, ask them to follow certain instructions and repeatedly warn them not to communicate with anyone else. Scammers further exploit the fear of being jailed or the fear of legal action, and gradually extract huge sums of money from the victim. In some cases, this scam can unfold and continue over an extended timeline spanning several months.
- Tech Support Hoax: When Help turns Hostile: As per the FBI and other multiple security analyses, tech support scams are the most commonly reported senior citizen-related frauds in the US.
A pop-up may appear on the elderly’s screen stating that: ‘your computer is infected, call this number now’. Or they might receive a call from a person posing as a tech support person from either Microsoft, Apple, a bank’s IT team or as an internet service provider. He then goes on to guide the elderly to install certain remote access software or to grant screen control access to fix the issue. Once they gain access, they pretend to find some serious infection in the user’s system or they talk about how the speed of the internet is slow and that it needs to be fixed. As a result, they quietly steal passwords, introduce malware into perfectly healthy systems, lock user access and demand ransom in return.
- Payment App Scams: Phishing, Deadly Links and OTP Snares: Phishing as a cyber scam tactic sits at the heart of many payment app scams that target senior citizens. It may begin with a harmless SMS, an email or a WhatsApp alert. These correspondences may look like they have been received from a trusted bank or a familiar online payment platform.
The messages are engineered in a way that aim at grabbing attention and trigger a feeling of panic and pressure. They push the elderly users who spring into action without any caution or thought. The victim may be urged to click a link, coupled with warnings of a blocked account, a failed transaction, a failed delivery or a KYC update. The message may also ask the user to ‘verify’ certain account details. They send urgent payment links that put pressure on the senior citizen to act immediately and transfer the said amount of money.
There are also instances where an SMS or WhatsApp link may claim to offer some kind of discount or reward only if the user enters his or her card details, UPI pin or OTP. This is an extremely dangerous scenario. If these details are given away, scammers acquire access to the user’s bank account.
- Family in Crisis: Staging Fake Emergencies: These cyber-enabled scams, also known as ‘grandparent scams’, specifically target senior citizens by impersonating their kin and creating a fake impression of them being in some kind of trouble. With the help of methods such as AI (Artificial Intelligence) voice cloning, fraudsters mimic the voice of a grandchild or a family member (which they originally obtain from social media posts or videos), making their deception tactics extremely believable. The caller may claim to be in an accident or could say they have been arrested or are stranded somewhere. They may plead with the senior citizen to make an immediate payment.
In order to avoid cross verification of their fraudulent claims, they may insist on maintaining secrecy and brainwash their victim to not inform other family members of their made-up dilemma.
- Fraudulent Friendships and Hijacked Hearts: For many senior citizens who live alone and in the absence of family and support systems, isolation becomes a vulnerability that is very hard to overcome. Fraudsters, who closely monitor such individuals, wait to seize any opportunity to use this weakness as a gateway to carry out their deceptive schemes.
‘Companionship scams’ and ‘romance scams’ are slowly turning into a serious problem among older adults. Cyber criminals befriend or connect with older adults on social networking, matrimonial and dating apps under false pretences. As time goes by, sometimes over weeks or months, these scammers work on building emotional intimacy and trust. Once this is accomplished, they then start making requests for money. These requests can be for (fake) medical emergencies, visas, travel tickets or business deals. Sadly, victims, who are already deeply invested emotionally, end up making these money transfers, sometimes losing their lifetime savings in the process.
In some cases, when things go too far, intimate photos or private conversations are later used by cyber fraudsters for sextortion. They threaten to leak these personal materials unless the victim pays money, further adding elements of fear and pressure to an already manipulative situation.
- Fraud in the name of Health and Benefits: For most senior citizens, their daily life depends on access to basic healthcare, uninterrupted pensions and government benefits. These systems are put in place to provide not just for the seniors’ financial stability, but also to ensure their peace of mind.
Conversely, fraudsters exploit this dependability. Fake medical offers, insurance plans, benefit claims and pension enhancement schemes, etc., are some of the methods that are being used to defraud the seniors. Scammers offer free medical equipment or health checkups in exchange for personal information related to banking and finances.
Another dangerous facet of these scams is ‘counterfeit medications’. These are sold under false claims and big promises and are advertised in a manner that tempts seniors to go for it. These fake medicines not only lead to loss of money but also gravely impact the elderly’s health.
Spot the Scam: Tips to Identify Early Warning Signs before the Scam Unfolds
Cyber criminals are clever, creative and notorious, but their tricks come with familiar warning signs. Timely recognition of these signs can save senior citizens from falling into the scammer’s trap. Some of the most common and apparent warning signs are discussed below:
- Don’t think fast, think twice! The urgency ploy: Cyber criminals thrive on creating a situation of panic and urgency. In instances where a senior citizen feels that he or she is being pushed towards rushed choices, it is better to take a step back to pause and think. Any unreasonable demand to act ‘immediately’ or within minutes, especially when it involves a transfer of money or confidential information, is very likely to be a scam. Not giving in to this hasty push can save the individual from getting tangled in the scammer’s web of lies.
- Scammer’s best friend: Secrecy and silence: First comes the urgency, and then comes the demand to stay silent. Scammers strategically cite and invent so-called ‘security reasons’ and instruct their elderly victims not to inform their bank, friends or family of their situation. This secrecy prevents verification and keeps the victim trapped. Recognising this forced isolation can stop a cybercrime before it escalates and gets out of hand.
- Red flag! When the deal sounds unreal: Scammers lure elderly victims with extraordinary offers and deals. Lottery wins, miracle investment returns, massive discounts or exclusive time-bound rewards are a few examples. These larger-than-life promises are designed in a manner that clouds an elderly person’s sound judgment. Therefore, if an offer feels too good to be true and unlike anything anyone’s ever heard before, then that’s the time to pause and take a step back. In almost all such cases, these unbelievable deals are simply a bait for a looming scam.
- Beware! They want your access codes: Senior citizens need to exercise extra caution when it comes to handing out their personal access codes. No legitimate bank, government office or reputable company will directly ask for OTPs, PINs or full passwords over calls or messaging apps. If someone asks for such details, it is an indication that a fraud may be imminent.
- Don’t pay just yet! Dubious payment gambits: If demands for payments are made in the form of gift cards, cryptocurrency or wire transfers to personal or unknown accounts, it is most definitely a scam. Scammers use these unconventional payment methods to avoid traceability. This strategy allows them to easily disappear with the victim’s funds, which in turn makes recovery of the stolen money nearly impossible.
- Threats and intimidation over a phone call: Hang up! It’s a scam: It is important to understand that legitimate police and court proceedings do not take place over calls or messaging apps. Genuine officials will never demand or negotiate fines, legal payments or bail online. If someone uses the intimidation ploy on a senior citizen and threatens him with legal trouble or police action unless some money is paid, then that’s a clear warning sign of a cyber scam.
Empowered, not Exploited: When Knowledge Becomes the Best Defence
Cyber scams targeting senior citizens are a deliberate and very well-orchestrated industry that thrives on uncertainty, ignorance and fear. The call of the moment is for the elderly and their families to turn awareness into armour. Knowledge about how scammers operate, how they steal, and the techniques they employ can prepare and empower our seniors to protect themselves in such critical situations. The early warning signs mentioned above are more than just mere cautions. They should be taken as ‘cues’ to ‘pause, reflect and re-check’. Being wary of unsolicited communication, safeguarding financial information, double-checking hurried correspondences, etc., can nip a scam in the bud before it plays out. Most importantly, digital safety for the senior citizens is a unified and collaborative responsibility that every responsible individual of the society needs to undertake.
References
- https://frontline.thehindu.com/social-issues/ai-deepfake-digital-arrest-scams-india-cybercrime/article70587955.ece
- https://www.ic3.gov/annualreport/reports/2023_ic3elderfraudreport.pdf
- https://www.thehindu.com/news/national/supreme-court-shocked-over-3000-crore-loss-in-digital-arrest-scams/article70235621.ece
- https://www.thehindu.com/news/cities/mumbai/elderly-woman-loses-20-crore-to-digital-arrest-fraud-3-held/article69353437.ece
- https://timesofindia.indiatimes.com/city/hyderabad/three-senior-citizens-duped-of-rs-1-7cr-in-digital-arrest-scam-spree/articleshow/125876194.cms
- https://www.aninews.in/news/national/general-news/82-year-old-senior-citizen-digitally-arrested-and-cheated-of-rs-116-crore-cyber-cell-arrests-three-key-members-of-syndicate20251213145528/
- https://crr.bc.edu/preventing-cyber-scams-that-target-seniors/
- https://dos.ny.gov/scams-targeting-older-adults
- https://indianexpress.com/article/cities/chandigarh/victims-in-8-of-top-10-digital-arrest-scams-in-chandigarh-are-senior-citizens-data-reveals-10444252/
- https://www.seniorliving.org/research/common-elderly-scams/
- https://www.ftc.gov/news-events/data-visualizations/data-spotlight/2025/08/false-alarm-real-scam-how-scammers-are-stealing-older-adults-life-savings
- https://www.psca.org/news/psca-news/2025/8/scams-against-seniors-increasing-dramatically-ftc-warns/
- https://www.pcmatic.com/blog/the-rising-threat-of-elder-fraud-insights-from-ic3s-2023-report/?srsltid=AfmBOorC069NIYFwFO0W56nPcg_K0Wfv_oq0V-MI7fImI5ityAUrQTO9
- https://www.quickheal.co.in/knowledge-centre/guarding-our-elders-a-comprehensive-report-on-the-elder-fraud-epidemic-in-india/?srsltid=AfmBOorviPvoRuecjsOtAfVxyQEJF2vyICnr15GqbDfP1m3UXAnXndMw
- https://www.ncoa.org/article/top-5-financial-scams-targeting-older-adults/
- https://www.uchealth.org/today/elder-fraud-is-rising-and-it-is-hurting-more-than-just-finances/
- https://centerlighthealthcare.org/protecting-yourself-online-recognizing-and-avoiding-online-scams/

Introduction
Due to the rapid growth of high-capability AI systems around the world, growing concerns regarding safety, accountability, and governance have arisen throughout the world; thus, California has responded by passing the Transparency in Frontier Artificial Intelligence Act (TFAIA), the first state statute focused on "frontier" (highly capable) AI models. This statute is unique in that it does not only target harms caused by AI models in the form of consumer protection as compared to the majority of state statutes; rather, this statute addresses the catastrophic and systemic risks to society associated with large-scale AI systems. As California is a global technology leader, the TFAIA is positioned to have a significant impact on both domestic regulation and the evolution of international legal frameworks for AI technology (and as such has the potential to influence corporate compliance practices and the establishment of global norms related to the use of AI).
Understanding the Transparency in Frontier Artificial Intelligence Act
The Transparency in Frontier Artificial Intelligence Act provides a specific regulatory process for companies that create sophisticated AI systems with societal, economic, or national security implications. Covered developers are required to publish an extensive safety and transparency policy that details how they navigate risk throughout the artificial intelligence lifecycle. The act requires developers to notify the government of any significant incidents or failures with their deployed frontier models on a timely basis.
A significant aspect of the TFAIA is that it establishes the concept of "process transparency", which does not explicitly control how AI developers create their models, but rather holds them accountable for their internal safety governance by mandating that they develop Documented safety frameworks that outline risk assessment, mitigation, and monitoring processes. The act allows developers to protect their trade secrets, patents, and national defense concerns by providing them with limited opportunities for exemption and/or redaction of their documents so that they can maintain a balance between data openness and safeguarding sensitive information..
Extraterritorial Impact on Global AI Developers
While the Act is a state law, its implementation has far-reaching effects. Many of the largest AI companies have facilities, research labs or customers in California. Therefore, to be compliant with the TFAIA, these companies are required to do so commercially. The ability to develop a unified compliance model across regions enables companies to avoid developing duplicate compliance models.
This same pattern has occurred in other regulatory areas, like data protection regulations; where a region's regulations effectively became global compliance benchmarks for that regulatory area. The TFAIA could similarly serve as a global standard for transparency in frontier AI and shape how companies build their governance structure globally even if they don't have explicit regulations in the regions where they operate.
Influence on International AI Regulatory Models
The TFAIA offers a unique perspective on global discussions about regulating AI. In contrast to other legislation which defines different levels of risk depending on the type of AI, the TFAIA targets specifically high-impact or emerging technologies. Other nations may see value in this model of tiered regulations based on capability and apply it for their own regulation of AI, with the strictest obligations placed on those with the most critical potential harm.
The TFAIA may serve as a guide for international public policy makers by showing how they can reference existing standards and best practices in developing regulations, thus improving interoperability and potentially lessening regulatory barriers to cross-border AI innovations.
Corporate Governance, Compliance Costs, and Competition
From an industry perspective, the Act revolutionizes the way companies govern themselves. Developers are now required to create thorough risk assessments, red-teaming exercises, incident response protocols, and have board oversight for AI safety and regulation. The number of people involved in this process increases accountability but at the same time the increases will create a burden of cost for all involved.
The burden of compliance will be easier for large tech companies than for smaller or start-ups, and thus large tech companies may solidify their position of dominance over the development of frontier AI. Smaller and newer developers may be blocked from entering the market unless some form of proportional or scaled compliance mechanism for where they operate emerges. These developments certainly raise issues surrounding innovation policy and competition law at a global scale that will need to be addressed by regulators in conjunction with AI safety concerns.
Transparency, Public Trust, and Accountability
The TFAIA bolsters the capability of citizens, researchers and journalists to oversee the development and the use of artificial intelligence (AI) through its requirement for public disclosure of the safety framework of AI systems. The disclosures will allow citizens, researchers and journalists to critically evaluate corporate claims of responsible AI development. Over time, this evaluation could increase trust in publically regulated AI systems and would expose businesses that exhibit a poor risk management process.
However, how useful this transparency is depends on the quality and comparability of the information being disclosed. Many current disclosures are either too vague or too complex, thus limiting the ability to conduct meaningful oversight. There should be a push for clearer guidance and/or the establishment of standardised disclosure forms for the purposes of public accountability (i.e., citizens) and uniformity between countries.
Conclusion
The Transparency in Frontier Artificial Intelligence Act is a transformative development in the regulation of Artificial Intelligence Technology, specifically, a whole new risk profile of this new generation of AI / (Advanced High-Powered) Technologies such as Autonomous Vehicles. This new California law will create global impact because it Be will change how technology companies operate, create regulatory frameworks and develop standards to govern/oversee the use of Autonomous Vehicles. The Act creates a “transparent” means for regulating (or governing) Autonomous Vehicles as opposed to relying solely on “technical” means for these systems. As other regions experience similar challenges that US Government is facing with respect to this new generation of AI (written laws), California's approach will likely be used as an example for how AI laws are written in the future and develop a more unified and responsible international AI regulatory framework.
References
- https://www.whitecase.com/insight-alert/california-enacts-landmark-ai-transparency-law-transparency-frontier-artificial
- https://www.gov.ca.gov/2025/09/29/governor-newsom-signs-sb-53-advancing-californias-world-leading-artificial-intelligence-industry/
- https://www.mofo.com/resources/insights/251001-california-enacts-ai-safety-transparency-regulation-tfaia-sb-53
- https://www.dlapiper.com/en/insights/publications/2025/10/california-law-mandates-increased-developer-transparency-for-large-ai-models