OpenAI launches Atlas browser to compete with Google Chrome

OpenAI introduced its own web browser, Atlas, on Tuesday, marking a significant step that puts the ChatGPT maker in direct competition with tech giant Google. As more internet users increasingly rely on artificial intelligence to answer their questions, OpenAI aims to transform its popular AI chatbot into a gateway for online searches. This move could boost OpenAI’s internet traffic and digital advertising revenue, while also reshaping how users interact with online content.

Atlas could have profound implications for online publishers. If ChatGPT efficiently provides summarized information, users might stop exploring the wider internet and clicking on traditional web links, potentially cutting off vital traffic to publishers.

OpenAI has already announced that ChatGPT boasts over 800 million users worldwide, though many access the service for free. The San Francisco-based company also offers paid subscription plans but continues to spend more than it earns as it searches for effective ways to turn a profit.

**Launch and Availability**

Atlas was launched on Apple laptops this Tuesday, with plans to expand to Microsoft Windows, Apple’s iOS phones, and Google’s Android devices in the near future. OpenAI CEO Sam Altman described the release as a “rare, once-a-decade opportunity to rethink what a browser can be about and how to use one.”

Despite the optimism, market analyst Paddy Harrington from Forrester cautioned that competing against a giant with Google’s overwhelming market share will be a considerable challenge.

**Competitive Landscape**

OpenAI’s browser debut comes just months after one of its executives testified about potential interest in acquiring Google’s Chrome browser if a federal judge had ordered it sold. This was part of an attempt to prevent anticompetitive monopolistic practices associated with Google’s dominant search engine.

However, U.S. District Judge Amit Mehta recently rejected the proposed Chrome sale sought by the Department of Justice. He cited ongoing advances in the AI field as having already reshaped the competitive landscape.

Chrome remains an imposing competitor, boasting about 3 billion users worldwide. Google has also started integrating AI features powered by its Gemini technology into Chrome, further strengthening its position.

**A Blueprint for Success**

Google’s Chrome revolutionized the browser market when it was launched in 2008. At that time, Microsoft’s Internet Explorer dominated the market, and few believed a new browser could effectively challenge it. However, Chrome quickly captured users by loading pages faster and delivering other advantages, eventually leading Microsoft to retire Internet Explorer and develop the Edge browser, which now holds a distant third place after Safari.

Smaller AI startups are also entering the browser market. For instance, Perplexity launched its own Comet browser earlier this year and expressed interest in purchasing Chrome. The company reportedly made a $34.5 billion unsolicited offer for Chrome but hit a dead end following Judge Mehta’s decision.

**Innovative Features**

Altman envisions a future where the traditional URL bar is replaced by a chatbot interface as the main way people navigate the internet. “Tabs were great, but we haven’t seen a lot of browser innovation since then,” he said during a video presentation on Tuesday.

One of the premium features of the ChatGPT Atlas browser is “agent mode.” This mode allows the browser to access the user’s laptop and effectively browse the internet on their behalf. It uses the user’s browser history and search intent to click through pages, all while explaining its process as it searches.

“It’s using the internet for you,” Altman explained.

Harrington offered a more cautious perspective, suggesting that such functionality might “take personality away from you.” He raised concerns about how the browser’s profiling could shape results based on collected data and advertising preferences. “OK, scary,” he remarked. He questioned whether the browsing experience would truly reflect the user’s independent thinking or be influenced by the engine’s algorithms and ads.

**Growing AI Usage and Concerns**

According to a recent Associated Press-NORC Center for Public Affairs Research poll, about 60% of Americans overall—and 74% of those under 30—use AI at least some of the time to find information online. AI-powered search has become one of the technology’s most popular applications.

Since last year, Google has incorporated automatic AI-generated answers that appear at the top of search results, aiming to directly address queries.

However, reliance on AI chatbots raises several issues, including their tendency to sometimes provide confidently stated but false information, a phenomenon known as hallucination.

The news industry is particularly troubled by how chatbots generate new content based on existing online writings. This has resulted in legal actions, including lawsuits against OpenAI from The New York Times and other outlets alleging copyright infringement. Meanwhile, some organizations like The Associated Press have struck licensing agreements with OpenAI.

**Quality Challenges**

A study released Wednesday by the European Broadcasting Union (EBU), a coalition of public broadcasters across 56 countries, evaluated four leading AI assistants—such as ChatGPT and Google’s Gemini. The research analyzed over 3,000 responses to news-related questions and found that nearly half of the AI-generated replies were flawed and didn’t meet the standards of “high-quality” journalism.

This study aims to highlight quality concerns and help improve AI response accuracy.

**About the Author**

Associated Press writer Jamey Keaten contributed to this report.
https://www.chicagotribune.com/2025/10/21/openai-atlas-browser/

Newsom Goes Easy on AI — for Now

SACRAMENTO, Calif. — The other day, I searched for some of my articles regarding the housing issue and, much to my surprise, read an artificial intelligence summary of my position that misstated it entirely. It claimed I am associated with NIMBYs, and dozens of similar mischaracterizations will surely make their way to his desk next year.

In effect, Governor Newsom and the California Legislature are now making AI policy for the entire nation instead of Congress, which is extremely troubling for the future of the industry.

This year, Newsom waited until the deadline but issued an unusually lengthy and detailed veto statement of AB 1064 that touched on the key points:

While I strongly support the author’s goal of establishing necessary safeguards for the safe use of AI by minors, AB 1064 imposes such broad restrictions on the use of conversational AI tools that it may unintentionally lead to a total ban on the use of these products by minors. AI is already shaping the world, and it is imperative that adolescents learn how to safely interact with AI systems. We cannot prepare our youth for a future where AI is ubiquitous by preventing their use of these tools altogether.

Supporters expressed dismay that Newsom wasn’t protecting the children, but good intentions do not necessarily lead to good legislation.

The tech industry ended up supporting Newsom’s signing of Senate Bill 243, which imposes a series of mostly reasonable safeguards on chatbot developers. Unlike others, it does so without obliterating the federal Communications Decency Act provisions that protect online platforms from facing the legal liability of publishers.

Newsom mentioned SB 243 in his AB 1064 message by noting that it “requires operators to disclose to minors that they are interacting with AI and prevent chatbots from producing sexually explicit material.”

As with all regulation, it’s best to start slowly in a way that negates obvious harm rather than impose some massive revamping of an industry. California should have learned that overly broad efforts always have negative, unintended consequences. But I don’t expect that it has learned any such lesson.

So, for now, California and the nation dodged a bullet. But, as Thierer noted, it might be a good time for Congress to disarm these meddlesome state legislatures.

And, as usual, Americans need to verify all the information they read, with parents taking a lead role regarding their kids. It’s a fool’s errand to expect the government to do it for us.

Steven Greenhut is Western region director for the R Street Institute. Write to him at [email protected].

READ MORE:
– Self-Driving Cars Becoming Unstoppable
– Another Transit Shakedown of Taxpayers
https://spectator.org/newsom-goes-easy-on-ai-for-now/?utm_source=rss&utm_medium=rss&utm_campaign=newsom-goes-easy-on-ai-for-now

You can now use Nano Banana in Google’s Search, Lens

**You Can Now Use Nano Banana in Google’s Search and Lens**

*By Dwaipayan Roy | Oct 12, 2025, 06:20 pm*

**What’s the story?**

Google is expanding the capabilities of its Gemini 2.5 Flash Image model by integrating it into AI Mode in Search and Google Lens. This update brings the quirky yet powerful Nano Banana model—known for its lifelike image generation in the Gemini app—directly into Google’s ecosystem.

Now, users can access advanced AI image editing and creation tools without leaving their favorite apps, making creative processes more seamless and intuitive.

**Enhanced Functionality: How to Access the New Image Creation Tools in Search**

With the latest update, a new ‘plus’ icon appears in the bottom-left corner of the prompt box in Google Search’s AI Mode. Tapping this icon reveals three options:

– **Gallery**
– **Camera**
– **Create Images** (marked with a banana emoji 🍌)

Selecting *Create Images* lets users either generate new visuals from scratch or upload existing images for AI-driven editing, offering a versatile creative experience right within Search.

**Google Lens Upgrade: A Dedicated ‘Create’ Tab**

Google Lens is also receiving a significant AI upgrade with the addition of a new *Create* tab. This follows recent integrations like Search Live and the Homework filter.

The Create tab is marked by a banana emoji 🍌 on the shutter button and encourages users to capture, create, and share images effortlessly. Unlike other filters, it opens directly to the front-facing camera for easy selfies and creative image generation.

**Rollout Details: Availability and Language Expansion**

The Nano Banana experience in Search and Lens is currently rolling out on Android devices in the US for accounts enrolled in the AI Mode Search Lab.

Additionally, Google has expanded AI Mode to support 35 new languages and over 40 new countries and territories, bringing the total coverage to 200 countries globally.

This update underscores Google’s ongoing effort to integrate generative AI capabilities deeply into its ecosystem, enhancing user creativity and productivity.
https://www.newsbytesapp.com/news/science/google-s-nano-banana-now-available-in-search-and-lens/story

OpenAI Now Worth $500 Billion

OpenAI Could Now Be the World’s Most Valuable Startup, Surpassing SpaceX and ByteDance

OpenAI has potentially become the world’s most valuable startup, outpacing Elon Musk’s SpaceX and TikTok’s parent company ByteDance, following a secondary stock sale aimed at retaining employees at the ChatGPT maker.

Current and former OpenAI employees sold $6.6 billion in shares to a group of investors, pushing the privately held artificial intelligence company’s valuation to $500 billion, according to a source familiar with the deal who was not authorized to speak publicly.

### Investors and Valuation

The investors purchasing the shares included Thrive Capital, Dragoneer Investment Group, T. Rowe Price, Japanese tech giant SoftBank, and the United Arab Emirates’ MGX, the source revealed on Thursday. This valuation reflects high expectations for the future of AI technology and continues OpenAI’s remarkable trajectory from its beginnings as a nonprofit research lab in 2015.

### Profitability and Market Concerns

However, with the San Francisco-based company not yet turning a profit, concerns about an AI bubble may intensify. Skeptics worry that if the generative AI products from OpenAI and its competitors fail to meet investor expectations, the billions poured into research and development could be at risk.

OpenAI CEO Sam Altman has recently sought to ease such concerns. During a tour last week of a massive data center complex being built in Abilene, Texas, to run the company’s AI systems, Altman said:

> “Between the ten years we’ve already been operating and the many decades ahead of us, there will be booms and busts. People will overinvest and lose money, and underinvest and lose a lot of revenue.”

He added, “We’ll make some dumb capital allocations and see short-term ups and downs, but over the arc that we have to plan over, we are confident that this technology will drive a new wave of unprecedented economic growth, along with scientific breakthroughs, improvements to quality of life, and new ways to express creativity.”

### New Business Ventures

Just this week, OpenAI launched two new business ventures: a partnership with Etsy and Shopify to enable online shopping through ChatGPT and a social media app called Sora for generating and sharing AI videos.

### Competition and Compensation Challenges

The stock sale marks a first for OpenAI, which has struggled to offer investors and staff the same perks and compensation as other companies. In particular, Facebook parent Meta Platforms has been aggressively hiring top AI engineers and, in June, made a $14.3 billion investment in AI company Scale, which recruited its CEO Alexandr Wang.

### Corporate Structure and Regulatory Scrutiny

OpenAI’s for-profit subsidiary, currently valued at $500 billion, is technically controlled by the board of OpenAI’s nonprofit, with both entities still bound to pursue the nonprofit’s charitable purpose.

The company’s partnerships with major corporations and plans to alter its corporate structure have attracted scrutiny from regulators, including the attorneys general of California and Delaware, who oversee charities operating or incorporated in their states.

### Recent Partnerships and Strategic Moves

In recent weeks, OpenAI has made significant deals with Oracle and SoftBank for a data center venture called Stargate, as well as with chipmaker Nvidia, which supplies the specialized AI chips necessary for these data centers.

At the same time, OpenAI has reduced its reliance on longtime backer Microsoft. In September, the company announced it had reached a tentative agreement with Microsoft regarding the future stake of its nonprofit in its for-profit corporation, though few details were shared.

### Grants to Support AI Understanding and Economic Opportunity

OpenAI also opened applications for nonprofits to apply for $50 million in funding, an initiative launched following recommendations from an advisory board. The grants aim to support projects that increase public understanding of AI, promote the design of AI based on community needs, and boost economic opportunity.

The deadline to apply for these grants closes on October 8.

OpenAI’s rapid growth and ambitious plans highlight the company’s potential to reshape the AI industry and broader economy, even as questions about profitability and market sustainability remain.
https://www.deccanchronicle.com/technology/openai-now-worth-500-billion-possibly-making-it-the-worlds-most-valuable-startup-1907655

Amazon reveals range of new Kindle, Ring and Echo devices powered by AI

Online juggernaut Amazon has unveiled its next generation of Kindle, Ring, and Echo devices, among other gadgets, all powered by artificial intelligence and connected to Alexa+, its AI-infused personal assistant that made its debut in February.

The new line-up was announced at a presentation and showcase in New York on Tuesday. Highlights include new cameras for its Ring video monitoring device featuring an AI facial recognition capability. This allows users to register friends and family and receive notifications about who is at the front door.

Amazon also introduced four new Echo devices revamped with Alexa+. These smart speakers provide personalized insights, such as alerts if the user left the front door unlocked after midnight.

In addition, the Seattle-based company announced a series of Alexa+ infused Fire TVs. These televisions offer more personalized search options, like finding a specific scene in a movie or getting commentary about the previous day’s football game.

The event marked the first major product launch for Panos Panay, who joined Amazon in 2023 to lead the company’s devices and services teams. Before Amazon, Panay had a 19-year career at Microsoft, where he served as chief product officer.

Addressing an audience of several hundred journalists and bloggers, Panay emphasized the seamless integration of Alexa+ and artificial intelligence in Amazon’s devices. “Alexa+ and artificial intelligence are allowing technology to work in the background when you don’t,” he said.

“Products are creating subtle shifts in all our behavior, driven by AI, integrated into the hardware,” Panay added. “And flowing naturally through the products themselves—whether it’s a camera catching what you missed; your Fire TV updating you on a game; or your Kindle remembering exactly where you left off.”
https://www.breakingnews.ie/world/amazon-reveals-range-of-new-kindle-ring-and-echo-devices-powered-by-ai-1813170.html

China ‘nanoseconds behind’ US in chip technology: Jensen Huang

**China ‘Nanoseconds Behind’ US in Chip Technology: NVIDIA CEO Jensen Huang**

*By Dwaipayan Roy | Sep 28, 2025*

Jensen Huang, CEO and founder of US-based chipmaker NVIDIA, recently stated that China is “nanoseconds behind” the United States in chip technology. He shared these insights during a podcast hosted by tech investors Brad Gerstner and Bill Gurley, highlighting China’s rapid progress and impressive manufacturing capabilities in the semiconductor sector.

### Global Competition and Market Access

Huang advocated for allowing US companies like NVIDIA to operate and compete in China. According to him, this approach benefits both Beijing and Washington by proliferating technology worldwide, thus maximizing America’s economic success and geopolitical influence. He emphasized China’s vast talent pool, strong work ethic, and healthy internal competition among its provinces as key drivers of its tech advancement.

### Investment Prospects and Openness

The NVIDIA CEO expressed hope that China continues to welcome foreign investment. He pointed out that Beijing has committed to maintaining an open market, stating, “What’s in the best interest of China is for foreign companies to invest in China, compete in China, and for them to also have vibrant competition themselves.”

### Market Challenges Amid Geopolitical Tensions

NVIDIA’s graphics processing units (GPUs) are widely recognized as the backbone for artificial intelligence (AI) model training and operations, propelling the company’s market capitalization to record highs. However, geopolitical tensions have complicated sales to China — one of the world’s largest markets.

Earlier this year, the US government abruptly banned exports of H20, a downgraded chip NVIDIA had designed to comply with existing restrictions. The company later resumed shipments after a negotiated 15% levy was agreed upon, highlighting ongoing challenges in the global tech trade landscape.

*Jensen Huang’s remarks underscore both the intense competition in semiconductor technology and the critical importance of maintaining open, collaborative markets for innovation and growth.*
https://www.newsbytesapp.com/news/science/here-s-what-jensen-huang-thinks-about-china-s-chip-industry/story

China ‘nanoseconds behind’ US in chip technology: Jensen Huang

**China ‘Nanoseconds Behind’ US in Chip Technology, Says NVIDIA CEO Jensen Huang**

*By Dwaipayan Roy | Sep 28, 2025*

Jensen Huang, CEO and founder of US-based chipmaker NVIDIA, has stated that China is “nanoseconds behind” the United States in chip technology. Huang shared these insights during a podcast hosted by tech investors Brad Gerstner and Bill Gurley, highlighting China’s rapid progress in semiconductor technology as well as its strong manufacturing capabilities.

### Global Competition and Market Access

Huang advocated for allowing US companies, including NVIDIA, to compete fairly in the Chinese market. He argued that enabling such competition would benefit both Beijing and Washington by promoting the global proliferation of advanced technology. According to Huang, this approach would also maximize America’s economic success and enhance its geopolitical influence.

He praised China for having a vast talent pool, a strong work ethic, and healthy internal competition among its provinces—factors that are driving the country’s progress in the tech sector.

### Investment Prospects and Market Openness

Expressing hope that China continues to remain open to foreign investment, Huang noted that Beijing has committed to maintaining an open market. “What’s in the best interest of China is for foreign companies to invest in China, compete in China, and for them to also have vibrant competition themselves,” he stated during the podcast.

### Challenges Amid Geopolitical Tensions

NVIDIA’s graphics processing units (GPUs) are widely regarded as the backbone of artificial intelligence (AI) model training and operations. This critical role has propelled the company’s market capitalization to record highs.

However, sales in China—one of the world’s largest markets—have faced disruptions due to ongoing geopolitical tensions between the US and China. Earlier this year, the US unexpectedly banned exports of H20, a downgraded chip designed to comply with existing restrictions. The ban was later eased following an agreement on a 15% export levy with the US government.

As the global landscape evolves, Huang’s comments underscore the delicate balance between competition, collaboration, and regulation in the semiconductor industry.
https://www.newsbytesapp.com/news/science/here-s-what-jensen-huang-thinks-about-china-s-chip-industry/story

Grok 4 Fast arrives as cheaper alternative to xAI’s Grok-4

**Next Article: Grok 4 Fast Arrives as Cheaper Alternative to xAI’s Grok-4**
*By Dwaipayan Roy | Sep 20, 2025, 06:46 PM*

Elon Musk’s artificial intelligence (AI) company, xAI, has unveiled a new model called **Grok 4 Fast**, offering a more affordable alternative to the existing Grok 4. Designed for both enterprise and consumer use cases, this innovative system stands out by combining reasoning and non-reasoning tasks within a single framework, delivering high efficiency and versatility.

### Cost Efficiency

Grok 4 Fast provides a significantly better cost-to-performance ratio compared to its predecessor. It uses approximately **40% fewer “thinking tokens”** than Grok 4 while maintaining similar accuracy across multiple benchmarks. An independent review by Artificial Analysis highlighted that Grok 4 Fast achieves comparable results to Grok 4 at up to **98% less cost**, making it a highly economical option for users.

### Benchmark Performance

The model has demonstrated impressive performance on a range of industry-standard benchmarks:

– **85.7%** on GPQA Diamond
– **92%** on AIME 2025
– **93.3%** on HMMT 2025

These scores are close to those of Grok 4. Additionally, Grok 4 Fast showed improvements in code execution and search-based tasks, achieving a **95% pass rate on SimpleQA** and around **74% on X Bench Deepsearch**.

### Key Features

– **Massive Context Window:** Grok 4 Fast supports a two million token context window, enabling it to process very large inputs efficiently.
– **Reinforcement Learning:** The model was trained using reinforcement learning techniques to boost efficiency.
– **Unified Framework:** Unlike previous versions that required separate reasoning and non-reasoning models, Grok 4 Fast integrates both into a single system. This integration reduces latency and lowers operational costs significantly.

### Availability and Pricing

Grok 4 Fast is available in two versions: **grok-4-fast-reasoning** and **grok-4-fast-non-reasoning**, both supporting the extensive two million token limit.

Pricing starts at **$0.20 per million input tokens** for smaller workloads, with rates increasing based on token usage. This pricing structure makes Grok 4 Fast an ideal choice for large projects or anyone seeking a fast, affordable AI solution without sacrificing accuracy.

Users can access Grok 4 Fast through xAI’s website, mobile applications, OpenRouter, and the Vercel AI Gateway. Some platforms offer free access during the launch period.

With its blend of cost-efficiency, robust performance, and large context capacity, Grok 4 Fast positions itself as a compelling option in the evolving AI landscape.
https://www.newsbytesapp.com/news/science/elon-musk-s-xai-launches-grok-4-fast-check-features-pricing/story

India’s first trillion-parameter model to power next-gen AI apps

**India’s First Trillion-Parameter AI Model to Power Next-Gen Applications**

*By Mudit Dube | Sep 19, 2025, 05:18 PM*

In a major stride for India’s artificial intelligence landscape, BharatGen—a government-backed consortium led by IIT Bombay—has been awarded over ₹900 crore under the IndiaAI Mission. This substantial funding will support the creation of India’s first trillion-parameter large language model (LLM), designed to fuel next-generation AI applications across multiple sectors.

### Building a Trillion-Parameter Model for India

The ambitious project aims to develop a massive AI model tailored specifically for Indian contexts. However, this colossal “mother” model is not intended for direct consumer use. Instead, it will be distilled into smaller, domain-specific models suited for industries such as law, agriculture, and finance.

Rishi Bal, Executive Vice President at BharatGen, explained that these distilled models could serve practical uses—like agricultural advisory tools available in various regional languages or legal assistants trained on Indian case law—making AI more accessible and useful across diverse fields.

### Creating a Sovereign Indian Dataset

To ensure that the LLM accurately reflects India’s unique languages and cultures, BharatGen is heavily investing in building a sovereign dataset. The consortium is collaborating with publishers to license archival content and is providing free OCR services to digitize regional texts.

Furthermore, crowdsourced annotation efforts are underway to capture the linguistic nuances and cultural specificities of Indian languages. This indigenous data collection strategy is aimed at reducing reliance on foreign datasets and better aligning AI outputs with Indian realities.

### Overcoming GPU Supply and Funding Challenges

Training a trillion-parameter AI model requires thousands of GPUs working in parallel, and hardware availability remains a key challenge. Bal noted that, like many in the field, BharatGen must navigate GPU supply constraints.

The ₹900 crore government funding will partially subsidize GPU acquisition, supporting the computational backbone of this mammoth training effort. Under the IndiaAI Mission, nearly 40,000 GPUs have been allocated across various initiatives, including BharatGen’s sovereign LLM project.

### Focus on Reliability and Real-World Impact

BharatGen CEO Ganesh Ramakrishnan emphasized that the focus is on building models grounded in Indian data and languages rather than simply scaling up parameters. He highlighted the importance of reliability for real-world applications.

The consortium plans to release distilled models to developers, enabling startups and enterprises to build AI-powered solutions without needing to train massive models from scratch. This approach is expected to accelerate innovation and democratize access to cutting-edge AI technology.

### Collaborative, Efficient Operations

Operating on a hub-and-spoke model with teams spread across India, BharatGen brings together engineers, data scientists, and domain experts while maintaining lean operations. This distributed structure fosters collaboration and specialization.

Looking ahead, BharatGen is exploring public-private partnerships and sustainable revenue models such as licensing distilled AI models — ensuring continuous growth and broader adoption of Indian AI technologies.

With this landmark project, BharatGen is paving the way for AI systems that are not only powerful but also deeply rooted in India’s linguistic and cultural landscape, promising impactful and reliable applications across the nation’s key sectors.
https://www.newsbytesapp.com/news/science/iit-bombay-s-bharatgen-to-build-1t-parameter-ai-model/story

India’s first trillion-parameter model to power next-gen AI apps

**India’s First Trillion-Parameter Model to Power Next-Gen AI Apps**
*By Mudit Dube | Sep 19, 2025, 05:18 PM*

**BharatGen Consortium Awarded ₹900 Crore to Build India’s Largest AI Model**

A government-backed consortium led by IIT Bombay, BharatGen, has been granted over ₹900 crore under the IndiaAI Mission to develop India’s first trillion-parameter large language model (LLM). This ambitious project aims to create a massive AI system that will serve as the foundation for building smaller, domain-specific models tailored for sectors such as law, agriculture, and finance.

**From a ‘Mother Model’ to Specialized AI Solutions**

Rishi Bal, Executive Vice President at BharatGen, explained that the trillion-parameter model is not intended for direct use by consumers. Instead, it will act as a “mother system” from which smaller, more efficient AI models can be distilled. These specialized models could include agricultural advisory tools available in regional languages or legal assistants trained on Indian case law, designed to meet the unique needs of various industries.

**Building a Sovereign Indian Dataset**

To ensure the AI reflects authentic Indian contexts, BharatGen is heavily investing in creating a sovereign dataset by aggregating diverse Indian content. The consortium is collaborating with publishers to license their archives and create comprehensive digital corpora. Additionally, they are providing free OCR (Optical Character Recognition) services to digitize regional texts and are employing crowdsourced annotation to capture the nuances of Indian languages and culture.

**Hardware Challenges and GPU Availability**

Training a trillion-parameter model requires thousands of GPUs running in parallel. Bal acknowledged the challenges in securing sufficient hardware and noted that BharatGen must wait for GPU supply like others in the field. The ₹900 crore government funding will act as a subsidy to help procure the necessary GPUs. Under the IndiaAI mission, around 40,000 GPUs have been allocated to various projects, including building India’s sovereign LLM models.

**Focus on Reliability and Real-World Applications**

Ganesh Ramakrishnan, CEO of BharatGen, emphasized that their priority is creating AI models grounded in Indian data and languages with a strong focus on reliability for real-world applications—not just raw scale. BharatGen plans to release distilled versions of the model to developers, enabling startups and enterprises to build AI-powered applications without the need to train colossal systems from scratch.

**Operational Structure and Future Plans**

BharatGen operates on a hub-and-spoke model with teams distributed across multiple locations in India. According to Bal, this approach helps bring together engineers, data scientists, and domain experts efficiently while keeping operations lean. Ramakrishnan also noted that BharatGen is exploring public-private partnerships and revenue models such as licensing smaller distilled models to sustain and expand the initiative.

This pioneering project marks a significant step toward India’s technological sovereignty in AI, promising customized and reliable solutions tailored for the country’s diverse sectors and languages.
https://www.newsbytesapp.com/news/science/iit-bombay-s-bharatgen-to-build-1t-parameter-ai-model/story