Constables Trained With Police Band Shall Not Perform Without Their Wish, Says Madhya Pradesh High Court

**Jabalpur High Court Rules Against Sending MP Police Constables for Band Duties Without Consent**

The High Court of Madhya Pradesh has ruled that Constables (General Duty) of the MP Police who have undergone police band training cannot be assigned to perform or play in police band functions without their consent.

This directive came during the hearing of a petition filed by MK Rawat, Pradeep Bhuriya, Ravindra Kushwaha, Prakash Singh, and Rahul Girwal, all posted as Constables (General Duty) in MP Police. Justice Vivek Jain stated, “In view of the position that the petitioners have already undertaken training of police band, it is observed that they shall not be sent for police band duties without their consent.”

The constables had challenged departmental orders requiring them to undergo police band training. While their training on musical instruments was completed, they objected to being deployed to perform in various functions and programmes.

The petitioners relied on a previous High Court order dated February 21, 2024, which had held that police personnel cannot be sent for training or assigned duties related to playing the band without their consent.

According to the petitioners’ counsel, Nityanand Mishra, the constables’ primary responsibilities involve maintaining law and order and investigating offences. Therefore, their consent is essential before being deployed for police band performances during official events.

This ruling safeguards the rights of police personnel by ensuring that their deployment for specialized duties like police band performances is voluntary and not imposed.
https://www.freepressjournal.in/bhopal/constables-trained-with-police-band-shall-not-perform-without-their-wish-says-madhya-pradesh-high-court

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

Karnataka’s New Backward Class Survey Raises Questions On Quotas, Accuracy And Social Justice

In a bid to resolve the Karnataka caste conundrum, Chief Minister Siddaramaiah has mandated yet another survey of backward classes, the fifth since 1975. But if competing interest groups can strong-arm a state government into rejecting survey data, can the exercise result in an objective identification of socially and economically backward groups?

The move brings into focus the increasing complexity of India’s quota system and the urgent need for rationalisation based on accurate data.

### The Karnataka Backward Classes Survey Controversy

In Karnataka, the 2015 Kantharaj Commission conducted an exhaustive survey that covered almost the entire population of the state. However, its report was kept in abeyance until 2024. The full data is not yet available, but politically influential communities such as the Lingayats and Vokkaligas have complained about massive undercounting of their respective populations.

Media reports citing earlier commissions — the 1986 Venkataswamy and 1990 O Chinnappa Reddy commissions — allege a sharp decline in the share of the Lingayat population, from 17% in 1986 to 11% in 2015. To avert a political firestorm, the state government has ordered a fresh survey.

Meanwhile, the opposition has highlighted the lack of transparency regarding the Kantharaj Commission’s findings. They also point out that a pan-India caste census is scheduled for the coming year, questioning the justification for spending Rs 420 crore of taxpayers’ money on a fresh survey.

### Challenges in Census Data and Quota Systems

Further complications may arise if the data from the pan-India caste census does not match that of the state backward class commission survey.

Similar challenges have occurred elsewhere. In Telangana, the state caste census evoked criticism over alleged unscientific methodology, data manipulation, and undercounting of backward classes and other communities. The debate also reignited discussions on whether non-Hindus should be included in the caste census, since caste stratification is not recognised by religions other than Hinduism.

Telangana has justified a quota for Muslims on the grounds of ‘backwardness’ rather than religion. This argument implicitly recognises the de facto existence of caste among Muslim communities, although social equality is a core tenet of Islam. It remains for the courts to make a final ruling on this matter.

### Political Pressures and Judicial Caps on Quotas

Caste census data is bound to be controversial as competing interest groups jostle to claim a larger share of the population, and therefore quotas. State governments must summon the political will to resist such pressures and act judiciously on the data.

The basic objective of the caste census is to promote social justice. This means not just identifying communities under-represented in education, employment, and political representation, but also formulating policies based on hard data.

Typically, this translates into allocating larger quotas for these communities in government institutions and representative bodies. However, increasing the quota for one community generally means reducing it for another, something no state government is prepared to do.

For example, after the 2022 Bihar caste census, the state government expanded quotas for Scheduled Castes, Scheduled Tribes, Other Backward Classes (OBCs), and Economically Backward Classes (EBCs) to a combined 65% by amending existing reservation statutes. But in June 2024, the Patna High Court set aside these amendments on constitutional grounds, and the Supreme Court refused to intervene, leaving quotas capped at 50%.

Similarly, courts in other states have enforced the 50% cap on caste-based quotas. The Chhattisgarh High Court struck down an order increasing quotas to 58% in 2022. The Bombay High Court has invalidated quota expansions exceeding 50% and is hearing petitions against renewed attempts. The Rajasthan and Orissa High Courts have also rejected quota increases beyond the 50% ceiling.

### Moving Beyond Inflating the Reservation Pie

State governments should not view the caste census merely as a tool to inflate the size of the reservation pie. Instead, this valuable data has multiple applications.

Firstly, it can guide a fairer distribution of quotas within categories. States can implement quotas within quotas, even for Scheduled Castes.

For instance, the Rohini Commission highlighted how dominant OBC groups corner benefits to the detriment of others — revealing that a third of OBCs had received no benefits at all. This underscores the acute need for reservation reforms based on accurate census data.

However, slicing quotas more finely may provoke social unrest. This has intensified pressure on the judiciary to either lift the 50% cap on quotas or to extend reservations to the private sector. Both options carry potential downsides, including exacerbating the ‘brain drain’ as talent leaves India — a risky outcome as the nation seeks to leverage its human capital for development.

### Using Census Data to Enhance Welfare Measures

Another significant application of caste census data lies in formulating welfare measures. Accurate numbers enable better targeting of subsidies, community development programmes, and financial allocations to the most underprivileged groups.

Vote bank politics often leads to haphazard tinkering with quotas, resulting in chaotic outcomes. States should await the comprehensive caste census data and use it constructively to rationalise the quota system and target genuinely underprivileged communities more effectively.

**About the Author:**
Bhavdeep Kang is a senior journalist with 35 years of experience working with major newspapers and magazines. She is currently an independent writer and author.
https://www.freepressjournal.in/analysis/karnatakas-new-backward-class-survey-raises-questions-on-quotas-accuracy-and-social-justice

Challans there but no public toilets? Court pulls up NHAI

**Challans There but No Public Toilets? Court Pulls Up NHAI**

*By Chanshimla Varah | Sep 18, 2025, 06:11 PM*

The Kerala High Court has expressed strong criticism of the National Highways Authority of India (NHAI) for failing to provide and maintain public toilet facilities along national highways.

### Public Inconvenience Highlighted

The remarks came during a hearing of an appeal from Kerala’s petroleum dealers association. The appeal challenged a single judge’s earlier order mandating petrol pumps on national highways to keep their washrooms open to the public at all times.

Justice Amit Rawal, one of the judges on the Division Bench, recounted his recent journey from Jodhpur to Ranthambore. He highlighted the absence of public toilets on that long highway stretch. “Recently, when I was traveling from Jodhpur to Ranthambore, we could not find a single public toilet on the NH. It is such a long stretch. We oversped and got four challans. So challans are there but no public toilet,” he remarked, emphasizing the inconvenience faced by travelers.

### International Comparison

Justice Rawal also compared the situation in India with that in other countries. He noted, “Basically, this is the duty of the NHAI. Frankly speaking, if you go any foreign country, after you cover a certain distance you will always find a convenience stop. [In India] Whatever National Highways toilets are there, they are not working. Nobody is there. Ultimately the entire brunt has fallen on them (petrol pump owners). This is very, very bad.”

### Modification of the Earlier Order

The Division Bench, comprising Justices Amit Rawal and PV Balakrishnan, modified the earlier directive. The revised order states that petrol pumps not located directly on national highways may decide at their discretion whether to allow public use of their toilet facilities. However, these toilets must remain accessible to customers and transit travelers.

For petrol pumps situated along national highways, the court stipulated that washrooms should be available to customers, transit travelers, and staff only during working hours.

The order underscores the pressing need for improved sanitation amenities on national highways, placing greater responsibility on the NHAI to ensure public convenience alongside law enforcement.
https://www.newsbytesapp.com/news/india/we-get-challans-but-no-public-toilets-court-to-nhai/story

Education Ministry Directs Screening Of PM Modi-Inspired Film ‘Chalo Jeete Hain’ In CBSE, KVS, NVS Schools Till October 2

**Ministry of Education Mandates Screening of ‘Chalo Jeete Hain’ in Schools Nationwide**

The Ministry of Education has directed schools across the country to screen *Chalo Jeete Hain*, a short film based on childhood episodes from the life of Prime Minister Narendra Modi. This initiative is part of a nationwide value-based learning program aimed at nurturing essential human values among students.

In a circular dated September 11, the ministry instructed the Central Board of Secondary Education (CBSE), Kendriya Vidyalaya Sangathan (KVS), and Navodaya Vidyalaya Samiti (NVS) to make the 32-minute film available for viewing in their schools between September 16 and October 2.

### Focus on Values and Learning

The screening aligns with the *Prerana* programme, an experiential learning initiative designed to inculcate nine fundamental human values such as courage, service, dedication, empathy, diversity, and responsibility.

Officials emphasized that films serve as a powerful medium for students to connect with abstract values, ethical dilemmas, and human emotions. According to the ministry’s circular, “It will help young learners to reflect on themes of character, service, and responsibility. The film can also serve as a case study for moral reasoning, supporting the goals of social-emotional learning, including the development of empathy, self-reflection, critical thinking, and inspiration.”

### About the Film

*Chalo Jeete Hain* is directed by Mangesh Hadawale and produced by Aanand L. Rai and Mahaveer Jain. Initially released in 2018, the movie follows “Naru,” a young boy inspired by the philosophy of Swami Vivekananda, who sets out on a journey to discover his purpose through helping others.

The film was honored with the National Award for Best Non-Feature Film on Family Values in 2019, as reported by the Press Information Bureau (PIB).

### Re-release under ‘Chalo Jeete Hain: Seva Ka Sanman’ Campaign

*Chalo Jeete Hain* is scheduled for a re-release from September 17 to October 2 as part of the Ministry of Information and Broadcasting’s campaign *Chalo Jeete Hain: Seva Ka Sanman*. This campaign pays tribute to everyday “silent heroes” such as drivers, cleaners, and watchmen, recognizing their significant contributions to society.

For schools and educators, this initiative offers a valuable opportunity to engage students through meaningful storytelling that reinforces core human values and inspires social responsibility.
https://www.freepressjournal.in/education/education-ministry-directs-screening-of-pm-modi-inspired-film-chalo-jeete-hain-in-cbse-kvs-nvs-schools-till-october-2

‘BJP Will Shape India’s Politics For Next 25 Years,’ Says Annamalai, Likening PM Modi To Lee Kuan Yew

Chennai: Former Tamil Nadu BJP president K. Annamalai on Wednesday stated that the BJP will shape India’s politics for the next 25 years and compared Prime Minister Narendra Modi to Singapore’s former Prime Minister Lee Kuan Yew, who was once labelled authoritarian but later celebrated as a visionary.

Annamalai was speaking at a seminar titled “Indian Dreams 2047 _ New India! New Dreams!” on the occasion of Prime Minister Narendra Modi’s 75th birthday. He lauded the Prime Minister’s “unwavering commitment to service over celebration.”

“Whether it is his birthday or any other day, for Modi ji, every day is a day of service,” he said, pointing out that the Prime Minister spent his birthday working in Madhya Pradesh.

Taking a swipe at symbolic events, Annamalai added, “If someone even puts a ring on newborn babies in hospitals on the Prime Minister’s birthday, Delhi will call and advise: do it without publicity. That is how we celebrate Modi ji’s birthday.” This statement was made in reference to the BJP leader Nainar Nagendran, who distributed rings to newborns earlier in the day.

Speaking on India’s evolving political landscape, Annamalai said, “The BJP sometimes appears right-wing, sometimes left, and sometimes centrist. That flexibility is what has reshaped Indian politics. PM Modi has been the driving force behind this transformation.” He also remarked that the Congress party has lost its relevance in the new political era.

Projecting the party’s future, Annamalai asserted, “In the next 25 years, the BJP will remain the only dominant political party. For that, the party is working tirelessly on growth and expansion.”

Defending PM Modi against critics, he compared him to Singapore’s former Prime Minister Lee Kuan Yew, who was once labelled authoritarian but later celebrated as a visionary. “Today, some call Modi a dictator. But after 50 years, his achievements will be recognised in the same way,” he said.

Highlighting PM Modi’s leadership, Annamalai stated that “PM Modi was the only leader to guide India through a war and still return to win elections.” He also pointed to international milestones, including the construction of a Hindu temple in Abu Dhabi, as a testament to PM Modi’s global influence.

Dismissing criticisms about the cost of PM Modi’s foreign trips, Annamalai said such expenses were routine for world leaders’ security. “When PM Modi stays in Saudi Arabia, critics claim he spends ₹16 crore. But even leaders like Putin or Kim Jong Un require the same level of precaution. That’s the global standard,” he remarked.

“PM Modi’s stature as India’s Prime Minister demands extraordinary security and respect. Those who criticise him fail to understand the responsibility and global recognition that come with leading a nation like India,” Annamalai added.

*Note: Except for the headline, this article has not been edited by FPJ’s editorial team and is auto-generated from an agency feed.*
https://www.freepressjournal.in/india/bjp-will-shape-indias-politics-for-next-25-years-says-annamalai-likening-pm-modi-to-lee-kuan-yew

‘He’s f***ing me’: Trump fuming over Israel’s Gaza strategy, Doha strike – report

**’He’s F***ing Me’: Trump Fuming Over Israel’s Gaza Strategy, Doha Strike Report**

Despite harsh words, former President Donald Trump has not publicly rebuked Israeli Prime Minister Benjamin Netanyahu. However, tensions over Gaza and Qatar are straining their once-solid alliance.

U.S. President Donald Trump welcomed Prime Minister Netanyahu at the entrance of the White House in Washington, D.C., on April 7, 2025.
(Photo credit: REUTERS/LEAH MILLIS/FILE PHOTO)

By JERUSALEM POST STAFF
https://www.jpost.com/israel-news/article-867856