#FactCheck- Viral video of UP Police patrolling on e-rickshaw is AI-generated

Introduction

The ongoing debate on whether AI scaling has hit a wall has been rehashed by the underwhelming response to OpenAI’s ChatGPT v5. AI scaling laws, which describe that machine learning models perform better with increased training data, model parameters and computational resources, have guided the rapid progress of Large Language Models (LLMs) so far. But many AI researchers suggest that further improvements in LLMs will have to be effected through large computational costs by orders of magnitude, which does not justify the returns.  The question, then, is whether scaling remains a viable path or whether the field must explore new approaches. This is not just a tech issue but a profound innovation challenge for countries like India, charting their own AI course. 

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The Scaling Wall: Gaps and Innovation Opportunities

Escalating costs, data scarcity, and diminishing gains mean that simply building larger AI models may no longer guarantee breakthroughs. In such a scenario, LLM developers will have to refine new approaches to training these models, for example, by diversifying data types and redefining training techniques.  

This global challenge has a bearing on India’s AI ambitions. For India, where compute and data resources are relatively scarce, this scaling slowdown poses both a challenge and an opportunity. While the India AI Mission embodies smart priorities such as democratising compute resources and developing local datasets, looming scaling challenges could prove a roadblock.  Realising these ambitions requires strong input from research and academia, and improved coordination between policymakers and startups. The scaling wall highlights systemic innovation gaps where sustained support is needed, not only in hardware but also in talent development, safety research, and efficient model design.

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Way Forward

To truly harness AI’s transformative power, India must prioritise policy actions and ecosystem shifts that support smarter, safer, and context-rich research through the following measures: 

• Driving Efficiency and Compute Innovation: Instead of relying on brute-force scaling, India should invest in research and startups working on efficient architectures, energy-conscious training methods, and compute optimisation.
• Investing in Multimodal and Diverse Data: While indigenous datasets are being developed under the India AI Mission through AI Kosha, they must be ethically sourced from speech, images, video, sensor data, and regional content, apart from text, to enable context-rich AI models truly tailored to Indian needs. 
• Addressing Core Problems for Trustworthy AI:  LLMs offered by all major companies, like OpenAI, Grok, and Deepseek, have the problem of unreliability, hallucinations, and biases, since they are primarily built on scaling large datasets and parameters, which have inherent limitations. India should invest in capabilities to solve these issues and design more trustworthy LLMs.
• Supporting Talent Development and Training: Despite its substantial AI talent pool, India faces an impending demand-supply gap. It will need to launch national programs and incentives to upskill engineers, researchers, and students in advanced AI skills such as model efficiency, safety, interpretability, and new training paradigms

Conclusion

The AI scaling wall debate is a reminder that the future of LLMs will depend not on ever-larger models but on smarter, safer, and more sustainable innovation. A new generation of AI is approaching us, and India can help shape its future. The country’s AI Mission and startup ecosystem are well-positioned to lead this shift by focusing on localised needs, efficient technologies, and inclusive growth, if implemented effectively. How India approaches this new set of challenges and translates its ambitions into action, however, remains to be seen.

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References

• https://blogs.nvidia.com/blog/ai-scaling-laws/
• https://www.marketingaiinstitute.com/blog/scaling-laws-ai-wall 
• https://fortune.com/2025/02/19/generative-ai-scaling-agi-deep-learning/ 
• https://indiaai.gov.in/ 
• https://www.deloitte.com/in/en/about/press-room/bridging-the-ai-talent-gap-to-boost-indias-tech-and-economic-impact-deloitte-nasscom-report.html 

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Executive Summary:

The photograph of a bridge allegedly in Mumbai, India circulated through social media was found to be false. Through investigations such as reverse image searches, examination of similar videos, and comparison with reputable news sources and google images,  it has been found that the bridge in the viral photo is  the Qingdao Jiaozhou Bay Bridge located in Qingdao, China. Multiple pieces of evidence, including matching architectural features and corroborating videos tell us that the bridge is not from Mumbai. No credible reports or sources have been found to prove the existence of a similar bridge in Mumbai. 

Claims:

Social media users claim a viral image of the bridge is from Mumbai.

Fact Check:

Once the image was received, it was investigated under the reverse image search to find any lead or any information related to it. We found an image published by Mirror News media outlet, though we are still unsure but we can see the same upper pillars and the foundation pillars with the same color i.e white in the viral image. 

The name of the Bridge is Jiaozhou Bay Bridge located in China, which connects the eastern port city of the country to an offshore island named Huangdao.

Taking a cue from this we then searched for the Bridge to find any other relatable images or videos. We found a YouTube Video uploaded by a channel named xuxiaopang, which has some similar structures like pillars and road design. 

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In reverse image search, we found another news article that tells about the same bridge in China, which is more likely similar looking.

Upon lack of evidence and credible sources for opening a similar bridge in Mumbai, and after a thorough investigation we concluded that the claim made in the viral image is misleading and false. It’s a bridge located in China not in Mumbai.

Conclusion:

In conclusion, after fact-checking it was found that the viral image of the bridge allegedly in Mumbai, India was claimed to be false. The bridge in the picture climbed to be  Qingdao Jiaozhou Bay Bridge actually happened to be located in Qingdao, China.  Several sources such as reverse image searches, videos, and reliable news outlets prove the same. No evidence exists to suggest that there is such a bridge like that in Mumbai. Therefore, this claim is false because the actual bridge is in China, not in Mumbai.

• Claim: The bridge seen in the popular social media posts is in Mumbai.
• Claimed on: X (formerly known as Twitter), Facebook, 
• Fact Check: Fake & Misleading

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Introduction

The two-day Apple’s Worldwide Developer Conference (WWDC) 2023, which was held on the 6th & 7th of June, has become an essential and highly anticipated part of our calendar as frequently as the trend. This year’s keynote announcements will include all of the usual enhancements for iOS, iPadOS, watchOS, macOS, and more. However, this year is also unique due to the unveiling of the Vision Pro headset, a brand-new Apple product.

In this blog, we will examine the exciting announcements made at Apple WWDC 2023, which was a ground-breaking event.

macOS Sonoma

macOS Sonoma, the new presentation of macOS disclosed at the WWDC full of exciting features. It comes with stunning video screensavers that show stunning scenes from all over the world. Gadgets can now be added genuinely to the work area and adjusted totally based on the client’s action. Also, it changes variety and blurring out of the spotlight while utilising applications. In addition, Death Stranding: Directors Cut for Mac announced that the Game Mode is added to make Macs more suitable for gaming. A presenter overlay enhances video presentations, and viewers can respond to them with interactive responses. Updated Safari is also included in the WebApp feature that turns frequently used websites into dedicated windows, a new Profile system for separating browsing history, and secure password sharing.  Currently, the developer beta is available and the public beta will be available in July, and the final release is anticipated for the fall.

ios 16

Apple WWDC 2023 shows the following iOS, and iOS 16 replication, offering plenty of energising highlights for iPhone and iPad clients. Apple maintains its commitment to privacy with iOS 16, which introduces enhanced privacy settings that give users even more control over their data and online privacy. Users can also personalise their devices according to their preferences thanks to the new operating system’s refinement and customisable user interface.Improved multitasking capabilities like redesigned Files app and advanced note-taking features are just a few of the productivity enhancements included in the iOS 16. With iOS 16, Apple also improves its AR capabilities, allowing developers to develop even more immersive and interactive AR experiences.

WatchOS 9

Apple WWDC 2023 carried energising updates to the Apple Watch with the presentation of watchOS 9. The Apple Watch is an essential companion for sustaining a healthy lifestyle because the most recent version of the operating system includes cutting-edge health and fitness features. WatchOS 9 gives users unprecedented control over their health, offering personalised fitness recommendations and advanced sleep tracking.

Additionally, new watch faces were added, enhancing communication capabilities and improving app performance in watchOS 9, making the Apple Watch even easier to use daily.

ios 17

Rather than focusing on major features, Apple focused on quality-of-life enhancements when it announced iOS 17 at WWDC 2023. Live Voicemail with real-time transcripts of voicemails, personalised personal contact “posters,” and video voicemails for FaceTime are all part of the update. Search filters, a catch-up arrow, live location sharing, and a safety feature called Check-In are all available in Messages. AirDrop now supports NameDrop for transferring contact information; stickers have been expanded. The autocorrect and recording features on the keyboard have been improved for accuracy. Standby in the lock screen is an intelligent home display that shows the weather, upcoming appointments, and notifications. Siri works on Standby and adjusts itself for the night. The developer beta is currently available now, and a public beta will take place next month before the full release is in the fall.

Vision Pro VR Headset

Apple unveiled the Vision Pro AR headset, their first foray into virtual reality (VR), during the WWDC keynote. The Vision Pro is a virtual reality headset that competes with PlayStation VR2 and Meta Quest 3. This is in contrast to the long-awaited Apple smart glasses. Apple put a lot of effort into making a thin and light headset by using premium materials when needed. Voice, hand, and eye commands are all used to operate the Digital Crown-equipped device. The showcases offer extraordinary clarity, which is fueled by Apple’s M2 processor with a committed R1 chip. The Vision Pro combines virtual reality (VR) and augmented reality (AR), enabling users to interact with Apple apps and gain access to the company’s existing ecosystem. The expanded reality space created by the headset’s sensors and cameras allows users to place apps in real-world environments and adjust their level of concentration. Optic ID is a security and unlocking eye-tracking technology that is incorporated into the Vision Pro. It allows for a more immersive screen experience because it is compatible with Apple accessories like Magic Keyboard and Mac. At launch, the Vision Pro supports over a hundred Apple game galleries. Disney gave a hint that Apple and Disney might work together in the future by announcing support for the Vision Pro and making the Disney Plus app available immediately. The show highlighted the headset’s lightweight plan and recommended Apple clients wear it for extended periods. However, widespread adoption may be difficult due to the high price of $3,499 (₹289,093.01 approx). Apple is expected to release the Vision Pro for public use in 2024.

15-inch MacBook Air

At the WWDC event, Apple revealed a new MacBook Air with a larger 15-inch model instead of the standard 13-inch model. The 15-inch MacBook Air features a powerful Apple M2 processor, a thin, light, and long-lasting design, and a stunning 15.3-inch Retina display. It comes in four colours and has a headphone jack, two USB-C ports, and MagSafe charging. The display has six spatial speakers, a 1080p webcam, and 500 nits of brightness. Apple claims a battery life of up to 18 hours.  

Conclusion

At Apple’s 2023 WWDC, the company demonstrated its commitment to developing technology that is user-friendly and accessible to all. Apple’s commitment to improving the user experience across all of its products is demonstrated in the updates to operating systems, improvements of Siri, breakthroughs in augmented reality, and enhancements to health and fitness.By making complex innovations more like-minded and easy to understand, Apple is enabling people to use the maximum capacity of their gadgets. Apple’s innovations at WWDC 2023 are expected to shape the future of technology, simplifying everyday tasks and revolutionising how we interact with the digital world.As we push ahead, it is exciting to guess what these advancements will proceed to develop and decidedly mean for our lives. The future holds even more incredible possibilities for all of us because of Apple’s focus on privacy, user-centric design, and pushing the boundaries of innovation. Thus, prepare to embrace a future where innovation flawlessly incorporates into our lives because of the endeavours displayed at Apple WWDC 2023.