Washington: Some sections of the American media, especially the liberal media, is focussed on a perspective on Kashmir that has being "pushed forward" by those who are "inimical" to India's interest, the country's ambassador to the United States has said.

Harsh Vardhan Shringla said New Delhi's move to abrogate Jammu and Kashmir's special status last month and bifurcate it into Union territories was done for the "benefit" of the people.

In an interview to PTI, the top Indian diplomat called Article 370, which gave special status to the state, an "anachronistic provision" that was "stifling the economy and encouraging the inflow of Pakistani terrorism".

"Unfortunately, some of the media in the United States -- particularly the liberal media -- have, for reasons of their own, chosen not to provide this perspective, which is very important," Shringla said. "Instead (they have) focused on a perspective that has been pushed forward by those who are inimical to our interest."

Shringla said he and the Indian Embassy here had started a massive outreach to the members of the Congress, senators and the think-tank community about the factual positions on India.

According to the Indian ambassador, the recent changes in Kashmir would bring change for the better and in the interests of the residents of Jammu and Kashmir. It will help them get rights that have been "denied to them for many decades".

"That is the point of view that we are trying to bring across," said Shringla, who had posted a lengthy video on YouTube last week to reflect on the "real reasons" for changes in the status of Jammu and Kashmir.

"As we go along, this perspective -- with the restoration of services, more than 90 per cent of Jammu and Kashmir being free of any restrictions without any violence, without any shot being fired -- are important signals to the international community that a lot is being done in a manner that is in the best interest of the people of Jammu and Kashmir," he said.

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New Delhi: A committee set up by the Department for Promotion of Industry and Internal Trade (DPIIT) has proposed a mandatory blanket licensing system requiring AI developers to compensate copyright holders for using their work to train large language models. The panel, formed to assess how emerging AI technologies intersect with copyright law, released its working paper for public consultation on the DPIIT website. Feedback has been invited within 30 days from December 8 at the designated email address.

The committee, chaired by DPIIT Additional Secretary Himani Pande and comprising legal and technical experts, examined whether India’s existing copyright framework is adequate or requires amendments in light of rapid advances in AI, as reported by Bar&Bench. During consultations, most stakeholders from the AI industry argued for a blanket Text and Data Mining exception that would permit unrestricted training on copyrighted material. In contrast, content creators and rights holders advocated for a voluntary licensing regime.

In its paper, the committee said a broad TDM exception would weaken copyright protection and leave creators without any recourse for compensation. It noted that such a system would be unsuitable for a country with a large cultural economy and a rapidly expanding content sector. The option of allowing creators to opt out was also rejected. The panel observed that small creators would be at a disadvantage due to limited awareness and an inability to monitor whether their work had been used despite opting out.

As the committee concluded that withholding works entirely from AI training would restrict access to diverse and high-quality datasets, it recommended a hybrid model under which all lawfully accessed copyrighted content can be used for AI training to strike a balance, but with a statutory remuneration right for copyright holders.

The panel proposed that the Central government designate a central non-profit body to collect royalties from AI developers and distribute them to rights holders. Only one representative body per class of work would be allowed, either a registered copyright society or a collective management organisation. The entity, tentatively named the Copyright Royalties Collective for AI Training (CRCAT), would maintain a database where creators can register their works. A government-appointed commission would determine royalty rates. A portion of the revenue generated by AI systems trained on protected content would also be distributed proportionally.

Avoiding exposing technical or sensitive information, AI developers would be expected to identify the categories, nature, and general sources of the content used in training datasets. The panel further noted that this would ensure transparency while keeping proprietary details protected.

Industry body Nasscom registered its dissent, stating that rights holders should receive explicit statutory protection against data mining. The panel members were Simrat Kaur, Anurag Kumar, advocates Ameet Datta and Adarsh Ramanujan, Raman Mittal, Chockalingam M, and Sudipto Banerjee.