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Sunday, 22 February 2026

Headline: Engaging with the Future Leaders of #ViksitBharat @ 2047 ЁЯЗоЁЯЗ│

 


Headline: Engaging with the Future Leaders of #ViksitBharat @ 2047
ЁЯЗоЁЯЗ│

It was an absolute privilege to spend the afternoon at Dr. Vishwanath Karad MIT World Peace University (MIT-WPU), Pune, interacting with the brilliant minds of the Department of Psychology during the Bharatiya Chhatra Sansad (BCS).

We delved deep into the vision of Viksit Bharat @ 2047, discussing how national security is no longer just about borders, but involves mastering: ЁЯФ╣ Information & Psychological Warfare ЁЯФ╣ Perception Management ЁЯФ╣ Economic Resilience

I was incredibly impressed by the shift in engagement—starting with curious faces and ending with 95% of the room actively participating in a high-energy Q&A. The practical questions raised by these students show they are ready to tackle real-world challenges.

A special thank you to Prof. Aditi Khare and Prof. Nitin Sharma for the intellectually stimulating discussions over lunch.

Kudos to the student coordination team—Ishita, Astha, and Sanika—for their flawless execution and professionalism. Sanika, your anchoring was top-notch!

To the students: Remember, you are the frontline soldiers in our nation's journey toward prosperity. Every contribution counts.

#MITWPU #NationalSecurity #ViksitBharat2047 #StudentParliament #Leadership #YouthEmpowerment #Pune Events #PsychologyInDefense

After Action Report: Expert Session at MIT WPU Guest Speaker: Brig. Hemant Mahajan Date: February 22, 2026

 




 




1. Event Overview

  • Event Name: Bharatiya Chhatra Sansad (BCS) – Indian Student Parliament
  • Theme: "Viksit Bharat @ 2047"
  • Venue: Dr. Vishwanath Karad MIT World Peace University, Pune
  • Duration: 2:30 PM – 4:00 PM
  • Objective: To engage students with India’s 2047 development vision, focusing on national security, socio-economic growth, and the role of youth in nation-building.

 

2. Letter of Appreciation & Feedback

 

To: Prof. Aditi Khare, Dept. of Psychology

 

I am writing to express my sincere appreciation for the positive interaction I had with the Department of Psychology. The visit was seamless from the start; Ishita and Astha coordinated my arrival via Ola perfectly, ensuring I reached the designated spot on time.

 

I thoroughly enjoyed the lunch at Dnyaneshwar Hall. The discussion with Professor Nitin Sharma and his colleagues regarding the various facets of National Security was both intellectually stimulating and insightful.

 

Technical & Procedural Execution

The technical team ensured that the laptop setup and presentation logistics were handled efficiently. I was also highly impressed by the student speakers who shared their views on the Chhatra Sansad; they spoke with remarkable clarity and passion.

 

Special mention must go to the anchor, Sanika, who conducted the proceedings with immense professionalism. She is clearly a talented individual with a bright future ahead.

 

Audience Engagement

The student engagement was exceptional. While initial interest sat at roughly 50%, it surged to nearly 95% as the session progressed. This was evident through their attentive body language, receptive smiles, and active participation.

 

 

The Q&A session was particularly vibrant, featuring practical questions about daily challenges. Had time permitted, the dialogue could have continued much longer. I have since received several photographs of the event from Ishita, Astha, and Sanika, which serve as a great memento of the day.

 

3. Key Insights on National Security

During the session, I presented two books on Operation Sindhu and Pakistan to the department. I encourage the students to engage with these texts, as understanding National Security is a prerequisite for a Viksit Bharat.

In today's landscape, we are all "frontline soldiers" in a multi-domain conflict. We must be prepared for:

  • Information, Disinformation, Propaganda  and Psychological Warfare
  • Perception Management ,Narrative warfare
  • Economic Warfare, Supply Chain Warfare ,Cyber Warfare

 

Our nation can only achieve true prosperity if every citizen contributes to defending these frontiers. I had intended to share several books specifically regarding Psychology in the Armed Forces, but in the momentum of the session, I missed the opportunity. I look forward to sharing these resources during a future interaction.


4. Session Highlights

  • Attendance: High turnout with enthusiastic participation across various academic disciplines.

 

  • Core Content: Detailed exploration of socio-economic growth, technological advancement, and ethical leadership.

 

 

  • Interactive Q&A: Key discussions centered on youth involvement in politics and the role of technology in modern governance.

 

  • Participant Feedback: Overwhelmingly positive; students reported feeling motivated to participate more actively in public affairs.

 

 

5.Lessons Learned & Recommendations

 

  • Dynamic Format: The high level of engagement confirms that interactive Q&A segments are vital. Future sessions should allocate more time for this.

 

  • Resource Sharing: Providing digital copies or reading lists immediately following the talk would help sustain student interest.

 

 

  • Future Topics: I recommend following up with workshops on Psychology of military incompetence, Psychology of successful soldiers. Psychology and armed forces (for armed forces means all professions)to bridge the gap between psychological theory and practical application.

 

6.Conclusion

 

The "Viksit Bharat @ 2047" session was a resounding success. The enthusiasm displayed by the students at MIT WPU reaffirms the importance of academic-expert exchanges in shaping the leaders of tomorrow. I look forward to our next collaboration.

Brig Hemant Mahajan



Saturday, 21 February 2026

OVERCOMING SOCIAL MEDIA DISEASE PART 2

 

Summary: Addressing the Crisis of Disconnection

The rise of smartphones and social media has resulted in a generational crisis, particularly among young people who have grown up in an environment engineered for constant stimulation. They are struggling with focus, self-identity, and mental health due to being thrust into a digital world before they had the cognitive tools to resist its influence. Society has neglected to protect them from the addictive nature of these devices, leading to widespread issues such as anxiety and depression. As a result, many are lost, lacking a stable sense of self and meaningful relationships.

This crisis is compounded by societal denial, where the normalization of brain rot has blinded individuals to the detrimental effects of their digital habits. Relationships become superficial, work suffers, and overall joy diminishes. Addressing this problem demands a collective acknowledgment and a structured approach toward changing behaviors and environments that contribute to these challenges.

Recommendations

Part 1: Environmental Surgery

  1. Conduct a Phone Audit: Remove apps with infinite scrolling from your phone, including social media and news apps. If necessary for work, access them through desktop browsers to reduce compulsive use.
  2. Disable Notifications: Turn off all notifications except for urgent calls and messages. This minimizes interruptions and helps maintain focus.
  3. Purge the Bedroom: Keep your phone out of the bedroom and use an alarm clock instead. This creates a healthier start and end to your day, free from distractions.
  4. Create Friction for Distractions: Make unhealthy behaviors difficult and healthy ones easy. For example, place books where your phone usually is and log out of distracting accounts to introduce friction into compulsive habits.

Part 2: Rebuild Attention

  1. Gradual Focus Exercises: Treat your attention span like a muscle. Start with small, incremental tasks that require focus, progressively increasing the challenge as your capacity grows.
  2. Incorporate Mindfulness: Utilize mindfulness practices such as meditation to train your focus away from distracting stimuli.
  3. Engage in Deep Work: Allocate specific times during the day for uninterrupted work on projects or tasks that require prolonged concentration, ensuring you’re in a conducive environment.
  4. Seek Professional Help: If feelings of anxiety or disconnection become overwhelming, consider speaking to a mental health professional for tailored support and strategies.

By taking these steps, individuals can reclaim their attention and foster a more meaningful existence, counteracting the effects of digital distractions. The journey requires effort and commitment but is essential for personal well-being and self-discovery.

4

Summary: Strategies for Reclaiming Focus and Identity

The pathway to overcoming the pervasive issue of brain rot involves systematic steps designed to restore focus, creativity, and a sense of identity. It begins with establishing a routine of deep, undistracted work, gradually increasing your capacity to concentrate. Embracing boredom and rejecting multitasking can support your journey to deeper engagement in life. It's also vital to consume long-form content that challenges your attention span, helping to rewire your brain away from the fragmented stimuli of digital distractions.

Beyond behavioral changes, individuals must address their self-perception. This involves redefining your identity in relation to attention, understanding the stories you've told yourself, and replacing them with empowering narratives. Documenting progress and publicly committing to change can further enhance accountability and support this transformation.

Recommendations

  1. Implement the Daily Deep Block: Start with one hour of focused work on a single task without distractions. Gradually increase this time by 15 minutes each week until you reach 2-3 hours.
  2. Practice Boredom: Integrate moments of boredom into your life. Challenge yourself to wait in line, eat meals, or take walks without external stimulation, allowing your mind to wander.
  3. Commit to Single-Tasking: Focus on one task at a time, avoiding multitasking. Train your brain to delve deeply into each task without shifting your attention.
  4. Engage with Long-Form Content: Read physical books, watch extensive documentaries, or listen to long podcasts. Gradually increase your consumption time to rebuild your attention span.
  5. Conduct Identity Digging: Spend time journaling about your current focus challenges and your ideal self. Reflect on how your stories about attention shape your identity.
  6. Create a Replacement Identity Statement: Define your new identity in a clear, positive statement, such as "I am someone who protects their attention." Write it down and review it daily.
  7. Collect Evidence of Growth: Maintain a log of your focused work sessions and moments of resisting distraction. Celebrate small victories to reinforce your new identity.
  8. Establish a Commitment Device: Share your goals with others, writing about your journey and publicly committing to reclaim your focus. This creates accountability and solidifies your change as part of your social identity.

By implementing these strategies, you can cultivate a greater capacity for sustained attention and reshape your identity, fostering a richer life experience free from the distractions of digital noise

 

OVERCOMING SOCIAL MEDIA DISEASE PART1

 

Summary: Understanding the New Pandemic

This article reveals a pervasive issue in modern life that goes beyond mere fatigue—it's a profound sense of disconnection and loss of presence driven by our interactions with digital platforms. The concept of "brain rot" encapsulates the way constant stimulation from the internet leads to a fog over our collective attention and a decline in meaningful experiences. As technology companies vie for our focus, they exploit our cognitive vulnerabilities using sophisticated psychological tactics. This environment poses a significant threat to our mental well-being, suggesting a broader psychological pandemic that demands our attention.

The article emphasizes the crucial role of attention in shaping our reality, stating that what we attend to influences our beliefs, identity, and overall lived experience. The increasing sophistication of attention-seeking technologies poses a challenge, where our natural human instincts are pitted against a deliberately engineered system designed to keep us engaged. A deeper understanding of dopamine’s role in our behavior is presented, highlighting that the very mechanisms that once aided our survival are now manipulated to foster dependency on digital content.

Recommendations

  1. Limit Digital Consumption: Set boundaries around your screen time. Use apps to track usage and create designated "offline" hours to foster real-world interactions.
  2. Engage in Mindful Practices: Incorporate mindfulness techniques such as meditation or deep breathing exercises to enhance your awareness and presence.
  3. Curate Your Attention: Be intentional about what you consume online. Follow sources that contribute positively to your well-being and understanding rather than those that merely seek to grab attention.
  4. Nourish Relationships: Make conscious efforts to connect with family and friends in meaningful ways. Prioritize face-to-face interactions over digital communications.
  5. Educate Yourself: Learn more about how psychological tactics are employed in digital platforms. Understanding these mechanisms can empower you to resist them.
  6. Pursue Personal Interests: Invest time in hobbies or activities that genuinely excite you and don’t rely on digital validation or stimulation.
  7. Seek Therapy or Counseling: If you find the awareness of these issues overwhelming, consider talking to a professional. They can provide guidance tailored to your needs.

By taking active steps to reclaim our attention and presence, we can mitigate the effects of this "new pandemic" and foster richer, more meaningful experiences in our lives.

Summary: The Impact of Dopamine Dysregulation on Identity

The article explores how the human dopamine system, which evolved to reward life-sustaining behaviors, is being exploited by modern technology, leading to a “dopamine deficit state.” When people can receive instant gratification and stimulation without effort, their brain recalibrates, making previously fulfilling activities feel mundane. This shift can suppress one's capacity for sustained focus and depth, leading to an erosion of the inner life essential for personal identity and meaning-making.

Chronic exposure to easily accessible stimuli degrades our ability to engage deeply with ourselves and the world. As a result, individuals may feel detached and reactive, losing sight of their identity and desires. This pattern is particularly alarming among younger generations; data correlates their rising mental health issues with the advent of smartphones and social media. They experience pervasive disconnection and anxiety, ultimately leading to an identity vacuum where external inputs define their self-concept rather than introspective thought and experience.

Recommendations

  1. Limit Digital Engagement: Set strict boundaries on daily smartphone and social media use. Schedule specific times for checking devices to help reduce impulse use.
  2. Embrace Boredom: Allow periods of boredom without distractions. Engage in activities that encourage creative thinking or self-reflection, like journaling or nature walks.
  3. Cultivate Attention: Practice concentration through focused activities, such as reading books or engaging in complex tasks without interruptions. Consider mindfulness or meditation to strengthen focus.
  4. Reevaluate Consumption Habits: Be mindful of the types of content you consume. Prioritize educational and uplifting materials over mindless scrolling through social media feeds.
  5. Nurture Deep Relationships: Invest time in face-to-face interactions with family and friends. Create opportunities for meaningful conversations to foster a sense of connection.
  6. Encourage Self-Reflection: Spend time reflecting on your values and aspirations. Regularly assess whether your actions align with your desired identity and goals.
  7. Support Young People: If you're a caregiver or educator, facilitate discussions about mental health and encourage young people to share their feelings. Help them find balance in digital engagement.
  8. Promote Healthy Activities: Engage in activities that stimulate joy without digital distractions. Consider hobbies that require sustained attention or creativity.

By implementing these strategies, individuals can work towards reclaiming their attention and identity, fostering a more meaningful and connected life despite the pervasive challenges of modern digital existence.

After Action Report: Expert Classroom Session at MIT WPU BRIG HEMANT MAHAJAN ON 21 FEB 26

 


Event Summary

Session Overview
The session titled "Viksit Bharat @ 2047" was designed to engage students on the theme of India's development vision for the year 2047, aligning with the aspirations of a developed nation.

Key Highlights

  1. Attendance:

    • The session was well attended, with enthusiastic participation from students across various disciplines.
  2. Content Delivered:

    • Explored the concept of “Viksit Bharat”, focusing on socio-economic growth, technological advancements, and sustainable development.
    • Discussed the role of youth in shaping the future of India.
    • Emphasized democratic values, ethical leadership, and the importance of governance in achieving national goals.
  3. Interactive Engagement:

  4. Feedback:

    • The feedback received from participants was overwhelmingly positive, highlighting the relevance of the topic and the engaging delivery of content.
    • Many students expressed that the discussion motivated them to be more actively engaged in public affairs.

Lessons Learned

  • Engagement:
    The interactive component significantly enhanced student engagement; future sessions should continue to adopt this format.

  • Preparation:
    Providing additional materials or resources post-session could facilitate deeper understanding and further discussion among students.

  • Collaboration:
    Encouraging collaboration between experts and students in future sessions could further bridge the gap between academia and practical application.

Recommendations

  1. Future Topics:
    Explore themes such as innovation in governance, public policy making, and youth leadership in subsequent sessions.

  2. Session Formats:
    Consider varying formats, such as workshops or panel discussions, to keep the audience engaged and foster cross-disciplinary insights.

  3. Follow-Up:
    Implement a follow-up mechanism, such as surveys or feedback forms, to continuously improve future sessions based on student input.

Conclusion

The session on "Viksit Bharat @ 2047" was a successful endeavor, fulfilling the objective of enlightening and engaging the student body on crucial themes regarding India’s future. The interaction and enthusiasm displayed by the students reaffirm the importance of such academic engagements in shaping informed and active future leaders.


Thank you for the opportunity to contribute to this vital initiative at MIT WPU. I look forward to future collaborations and continued engagement with students.

реирез рдлेрдм्рд░ुрд╡ाрд░ी реирежреирем рд░ोрдЬी рдордз्рдпрдкूрд░्рд╡ेрдЪ्рдпा рджिрд╢ेрдиे рдЕрдоेрд░िрдХрди рд╣рд╡ाрдИ рджрд▓ाрдЪ्рдпा (USAF) рд╡िрдоाрдиांрдЪ्рдпा рдЕрд╕ाрдоाрди्рдп рд╣ाрд▓рдЪाрд▓ींрдЪी рдиोंрдж

https://youtu.be/jP56fRrN4nA?si=HsR_1mdL0kfWhMZo 

рд╣े рдкुрд╕्рддрдХ ре▓рдоेрдЭॉрди рд╡рд░рддी рдЙрдкрд▓рдм्рдз рдЖрд╣े. https://www.amazon.in/dp/B0G8JYW8CG

реирез рдлेрдм्рд░ुрд╡ाрд░ी реирежреирем рд░ोрдЬी рдордз्рдпрдкूрд░्рд╡ेрдЪ्рдпा рджिрд╢ेрдиे рдЕрдоेрд░िрдХрди рд╣рд╡ाрдИ рджрд▓ाрдЪ्рдпा (USAF) рд╡िрдоाрдиांрдЪ्рдпा рдЕрд╕ाрдоाрди्рдп рд╣ाрд▓рдЪाрд▓ींрдЪी рдиोंрдж рдЭाрд▓ी рдЖрд╣े. рд╡िрд╢ेрд╖рддः рдЗрд░ाрдгрд╕ोрдмрдд рд╡ाрдврд▓ेрд▓ा рддрдгाрд╡ рдкाрд╣рддा, EA-18G рдЧ्рд░ाрдЙрд▓рд░्рд╕, KC-46A рдЯँрдХрд░्рд╕, B-2 рдмॉрдо्рдмрд░्рд╕ рдЖрдгि 'рди्рдпूрдХ्рд▓िрдпрд░ рд╕्рдиिрдлрд░' рд╡िрдоाрдиांрдЪ्рдпा рддैрдиाрддीрдоुрд│े рдЕрдоेрд░िрдХेрдиे рдЖрдкрд▓ी рд▓рд╖्рдХрд░ी рдЖрдХ्рд░рдордХрддा рд╡ाрдврд╡рд▓्рдпाрдЪे рджिрд╕ूрди рдпेрдд рдЖрд╣े.

рддैрдиाрдд рдХрд░рдг्рдпाрдд рдЖрд▓ेрд▓ी рдоुрдЦ्рдп рдпुрдж्рдзрд╕ाрдордЧ्рд░ी

рд╣ी рд╡िрдоाрдиे рдЕрдд्рдпंрдд рдЬрдЯिрд▓ рдоोрд╣िрдоांрдЪ्рдпा рддрдпाрд░ीрдЪे рд╕ंрдХेрдд рджेрддाрдд:

  • EA-18G рдЧ्рд░ाрдЙрд▓рд░ (EA-18G Growler): рд╢рдд्рд░ूрдЪे рд░рдбाрд░ рдЖрдгि рджрд│рдгрд╡рд│рдг рдпंрдд्рд░рдгा рдардк्рдк рдХрд░рдг्рдпाрд╕ाрдаी рд╡ाрдкрд░рд▓े рдЬाрдгाрд░े рдЗрд▓ेрдХ्рдЯ्рд░ॉрдиिрдХ рдпुрдж्рдзрд╡िрдоाрди.
  • KC-46A рдкेрдЧाрд╕рд╕ (KC-46A Pegasus): рд╣рд╡ेрддрдЪ рдЗंрдзрди рднрд░рдг्рдпाрдЪी рд╕ुрд╡िрдзा рджेрдКрди рд▓ांрдм рдкрд▓्рд▓्рдпाрдЪ्рдпा рд╣рд▓्рд▓्рдпांрдиा рд╕рдХ्рд╖рдо рдХрд░рддे.
  • B-2 рд╕्рдкिрд░िрдЯ (B-2 Spirit): рд╢рдд्рд░ूрдЪ्рдпा рд╣рд╡ाрдИ рд╕ंрд░рдХ्рд╖рдг рдпंрдд्рд░рдгेрд▓ा рдЪрдХрд╡ा рджेрдКрди рдЕрдЪूрдХ рдоाрд░ा рдХрд░рдгाрд░ा рд╕्рдЯेрд▓्рде рдмॉрдо्рдмрд░.
  • рди्рдпूрдХ्рд▓िрдпрд░ рд╕्рдиिрдлрд░ (рдЙрджा. WC-135): рд╡ाрддाрд╡рд░рдгाрддीрд▓ рдХिрд░рдгोрдд्рд╕рд░्рдЧाрд╡рд░ рд▓рдХ्рд╖ рдаेрд╡рддे, рдЬे рдЕрдг्рд╡рд╕्рдд्рд░ рдЪिंрддेрдЪे рдХिंрд╡ा рд╣рд▓्рд▓्рдпांрдиंрддрд░рдЪ्рдпा рдкрдбрддाрд│рдгीрдЪे рд╕ंрдХेрдд рджेрддे.

рд╣ा рд╡िрдоाрдиांрдЪा рд╕ंрдЪ рдХेрд╡рд│ рдиिрдпрдоिрдд рдЧрд╕्рдд рдирд╕ूрди, рдоोрда्рдпा рд╕ंрдШрд░्рд╖ाрд╕ाрдаीрдЪी рд╕рдЬ्рдЬрддा рдХिंрд╡ा рд╢рдд्рд░ूрд▓ा рд░ोрдЦрдг्рдпाрд╕ाрдаी (Deterrence) рдЙрдЪрд▓рд▓ेрд▓े рдкाрдКрд▓ рдЕрд╕рд▓्рдпाрдЪे рд╕ूрдЪिрдд рдХрд░рддो.

рдзोрд░рдгाрдд्рдордХ рд╕ंрджрд░्рдн

рдлेрдм्рд░ुрд╡ाрд░ी реирежреирем рдЪ्рдпा рдордз्рдпाрдкाрд╕ूрди рдЕрдоेрд░िрдХेрдиे рдпा рднाрдЧाрдд рдЖрдкрд▓ी рддाрдХрдж рд╡ाрдврд╡рд▓ी рдЖрд╣े. рдпाрдордз्рдпे релреж рд╣ूрди рдЕрдзिрдХ рд▓рдвाрдК рд╡िрдоाрдиे (F-22, F-35, F-16), 'рдпूрдПрд╕рдПрд╕ рдЬेрд░ाрд▓्рдб рдЖрд░. рдлोрд░्рдб' рд╕ाрд░рдЦे рд╡िрдоाрдирд╡ाрд╣ू рдЧрдЯ рдЖрдгि рдЗрд░ाрдгрдЪ्рдпा рдЕрдг्рд╡рд╕्рдд्рд░ рдХाрд░्рдпрдХ्рд░рдоाрд╡рд░ीрд▓ рдЪрд░्рдЪेрдЪा рд╕рдоाрд╡ेрд╢ рдЖрд╣े. рд░ाрд╖्рдЯ्рд░ाрдз्рдпрдХ्рд╖ рдЯ्рд░рдо्рдк рдпांрдЪ्рдпा рдк्рд░рд╢ाрд╕рдиाрдЦाрд▓ी, рдЬिрдиिрд╡्рд╣ा рдпेрдеे рд╕ुрд░ू рдЕрд╕рд▓ेрд▓्рдпा рдЕрдк्рд░рдд्рдпрдХ्рд╖ рд╡ाрдЯाрдШाрдЯींрдордз्рдпे "рд╕ाрд╡рдз рдк्рд░рдЧрддी" рд╣ोрдд рдЕрд╕рддाрдиाрдЪ, рдоुрдд्рд╕рдж्рджेрдЧिрд░ीрд╕ोрдмрддрдЪ рд▓рд╖्рдХрд░ी рдмрд│ाрдЪे рдк्рд░рджрд░्рд╢рди (Show of Force) рдХेрд▓े рдЬाрдд рдЖрд╣े.

рд╕ंрднाрд╡्рдп рдкрд░िрдгाрдо

рдПрдХूрдгрдЪ, рд╣ी рд╣ाрд▓рдЪाрд▓ рдеेрдЯ рдпुрдж्рдз рди рдХрд░рддा рдЗрд░ाрдгрдЪ्рдпा рдЕрдг्рд╡рд╕्рдд्рд░ рдк्рд░рдЧрддीрд╡рд░ рдорд░्рдпाрджा рдШाрд▓рдг्рдпाрд╕ाрдаी рджिрд▓ेрд▓ा рдПрдХ рдХрдбрдХ рдЗрд╢ाрд░ा рдЖрд╣े. рдоाрдд्рд░, рдпाрдд рдЭाрд▓ेрд▓्рдпा рдПрдХा рдЪुрдХीрдЪ्рдпा рдЕंрджाрдЬाрдоुрд│े рдк्рд░ाрджेрд╢िрдХ рдпुрдж्рдзाрдЪा рдзोрдХा рд╕ंрднрд╡рддो. рдпाрдкुрдвे рдЯँрдХрд░्рд╕рдЪी рд╡ाрд╣рддूрдХ рдХिंрд╡ा 'рдк्рд░ोрдХ्рд╕ी' рд╣рд▓्рд▓्рдпांрд╡рд░ рд▓рдХ्рд╖ рдаेрд╡рдгे рдорд╣рдд्рдд्рд╡ाрдЪे рдард░ेрд▓.

рдЕрдоेрд░िрдХрди рд╣рд╡ाрдИ рджрд▓ाрдЪ्рдпा (USAF) рдпा рд╣ाрд▓рдЪाрд▓ी рдЬाрдЧрддिрдХ рд░ाрдЬрдХाрд░рдгाрдд рдЕрдд्рдпंрдд рд╕ंрд╡ेрджрдирд╢ीрд▓ рдоाрдирд▓्рдпा рдЬाрдд рдЖрд╣ेрдд. рдЬेрд╡्рд╣ा 'B-2 Spirit' рд╕ाрд░рдЦे рдмॉрдо्рдмрд░्рд╕ рдЖрдгि 'Nuclear Sniffer' (WC-135 Constant Phoenix) рд╕ाрд░рдЦी рд╡िрдоाрдиे рдПрдХाрдЪ рд╡ेрд│ी рд╕рдХ्рд░िрдп рд╣ोрддाрдд, рддेрд╡्рд╣ा рдд्рдпाрдЪा рдЕрд░्рде рдХेрд╡рд│ рд╕рд░ाрд╡ рдирд╕ूрди рдХाрд╣ीрддрд░ी рдоोрдаे рдзोрд░рдгाрдд्рдордХ рдкाрдКрд▓ рдЕрд╕ू рд╢рдХрддे.

рдпा рдШрдбाрдоोрдбींрдЪे рдЗрд░ाрдг, рднाрд░рдд рдЖрдгि рдЬрдЧाрд╡рд░ рд╣ोрдгाрд░े рд╕ंрднाрд╡्рдп рдкрд░िрдгाрдо рдЦाрд▓ीрд▓рдк्рд░рдоाрдгे рдЖрд╣ेрдд:


рез. рдЗрд░ाрдгрд╡рд░ рд╣ोрдгाрд░ा рдкрд░िрдгाрдо (Impact on Iran)

рдЗрд░ाрдгрд╕ाрдаी рд╣ी рдзोрдХ्рдпाрдЪी рдШंрдЯा рдоाрдирд▓ी рдЬाрдК рд╢рдХрддे:

  • рджрдмाрд╡ рддंрдд्рд░ (Deterrence): EA-18G Growler (рдЬे рд░рдбाрд░ рдпंрдд्рд░рдгा рдардк्рдк рдХрд░ू рд╢рдХрддाрдд) рдЖрдгि B-2 рд╕्рдЯेрд▓्рде рдмॉрдо्рдмрд░्рд╕рдЪी рдЙрдкрд╕्рдеिрддी рдЗрд░ाрдгрдЪ्рдпा рд╕ंрд░рдХ्рд╖рдг рдпंрдд्рд░рдгेрд╡рд░ рдоाрдирд╕िрдХ рджрдмाрд╡ рдиिрд░्рдоाрдг рдХрд░рдг्рдпाрд╕ाрдаी рдЖрд╣े.
  • рдЕрдг्рд╡рд╕्рдд्рд░ рдХाрд░्рдпрдХ्рд░рдоाрд╡рд░ рдирдЬрд░: 'рди्рдпूрдХ्рд▓िрдпрд░ рд╕्рдиिрдлрд░' рд╡िрдоाрдиाрдЪा рд╡ाрд╡рд░ рд╕ूрдЪिрдд рдХрд░рддो рдХी, рдЕрдоेрд░िрдХा рдЗрд░ाрдгрдЪ्рдпा рдЕрдг्рд╡рд╕्рдд्рд░ рд╣ाрд▓рдЪाрд▓ींрд╡рд░ рдХिंрд╡ा рд╕ंрднाрд╡्рдп рдЪाрдЪрдг्рдпांрд╡рд░ рдЕрдд्рдпंрдд рдмाрд░ीрдХ рд▓рдХ्рд╖ рдаेрд╡ूрди рдЖрд╣े.
  • рдк्рд░ोрдХ्рд╕ी рд╡ॉрд░рд╡рд░ рдорд░्рдпाрджा: рдЕрдоेрд░िрдХेрдЪ्рдпा рдпा рдоोрда्рдпा рд╣ाрд▓рдЪाрд▓ींрдоुрд│े рдЗрд░ाрдгрд▓ा рдд्рдпांрдЪ्рдпा рдк्рд░ाрджेрд╢िрдХ рд╕рдорд░्рдердХांрдиा (рдЙрджा. рд╣िрдЬрдмुрд▓्рд▓ा, рд╣ुрдеी) рдорджрдд рдХрд░рддाрдиा рдорд░्рдпाрджा рдпेрдК рд╢рдХрддाрдд.

реи. рднाрд░рддाрд╡рд░ рд╣ोрдгाрд░ा рдкрд░िрдгाрдо (Impact on India)

рднाрд░рддाрд╕ाрдаी рд╣ी рдкрд░िрд╕्рдеिрддी 'рджोрди्рд╣ी рдмाрдЬूंрдиी рдЕрдбрдХрд▓्рдпाрд╕ाрд░рдЦी' (Tightrope walk) рдЖрд╣े:

  • рдКрд░्рдЬा рд╕ुрд░рдХ्рд╖ा: рдордз्рдпрдкूрд░्рд╡ेрдд рддрдгाрд╡ рд╡ाрдврд▓्рдпाрд╕ рдХрдЪ्рдЪ्рдпा рддेрд▓ाрдЪ्рдпा (Crude Oil) рдХिрдорддी рдЧрдЧрдиाрд▓ा рднिрдбू рд╢рдХрддाрдд. рднाрд░рдд рдЖрдкрд▓्рдпा рдЧрд░рдЬेрдЪ्рдпा реореж% рдкेрдХ्рд╖ा рдЬाрд╕्рдд рддेрд▓ рдЖрдпाрдд рдХрд░рддो, рдЬ्рдпाрдоुрд│े рджेрд╢ाрдд рдорд╣ाрдЧाрдИ рд╡ाрдвू рд╢рдХрддे.
  • рдЪाрдмрд╣ाрд░ рдмंрджрд░ рдЖрдгि рд╡्рдпाрдкाрд░: рдЗрд░ाрдгрдордзीрд▓ рдЪाрдмрд╣ाрд░ рдмंрджрд░ाрдж्рд╡ाрд░े рднाрд░рдд рдордз्рдп рдЖрд╢िрдпाрд╢ी рд╡्рдпाрдкाрд░ рдХрд░рддो. рдпुрдж्рдзрдЬрди्рдп рдкрд░िрд╕्рдеिрддी рдиिрд░्рдоाрдг рдЭाрд▓्рдпाрд╕ рдпा рдЧुंрддрд╡рдгुрдХीрд▓ा рдЖрдгि рд╡्рдпाрдкाрд░ाрд▓ा рдоोрдаा рдлрдЯрдХा рдмрд╕ेрд▓.
  • рднाрд░рддीрдп рдиाрдЧрд░िрдХ: рдордз्рдпрдкूрд░्рд╡ेрддीрд▓ рд╡िрд╡िрдз рджेрд╢ांрдд рд▓ाрдЦो рднाрд░рддीрдп рдХाрдордЧाрд░ рд╡ाрд╕्рддрд╡्рдпाрд╕ рдЖрд╣ेрдд. рддेрдеीрд▓ рдЕрд╕्рдеिрд░рддा рдд्рдпांрдЪ्рдпा рд╕ुрд░рдХ्рд╖ेрдЪा рдЖрдгि рд░ेрдоिрдЯрди्рд╕рдЪा (рдкрд░рдХीрдп рдЪрд▓рди) рдк्рд░рд╢्рди рдиिрд░्рдоाрдг рдХрд░ू рд╢рдХрддे.

рей. рдЬрдЧाрд╡рд░ рд╣ोрдгाрд░ा рдкрд░िрдгाрдо (Global Impact)

  • рдЬाрдЧрддिрдХ рдЕрд░्рдерд╡्рдпрд╡рд╕्рдеा: рд▓ाрд▓ рд╕рдоुрдж्рд░ (Red Sea) рдЖрдгि рд╣ोрд░्рдоुрдЭрдЪी рд╕ाрдоुрдж्рд░рдзुрдиी рд╣े рдЬाрдЧрддिрдХ рд╡्рдпाрдкाрд░ाрдЪे рдоुрдЦ्рдп рдоाрд░्рдЧ рдЖрд╣ेрдд. рдпेрдеे рддрдгाрд╡ рд╡ाрдврд▓्рдпाрд╕ рдЬाрдЧрддिрдХ рдкुрд░рд╡рдаा рд╕ाрдЦрд│ी (Supply Chain) рд╡िрд╕्рдХрд│ीрдд рд╣ोрдИрд▓.
  • рднू-рд░ाрдЬрдХीрдп рдз्рд░ुрд╡ीрдХрд░рдг: рдпा рд╣ाрд▓рдЪाрд▓ींрдоुрд│े рд░рд╢िрдпा рдЖрдгि рдЪीрди рдЗрд░ाрдгрдЪ्рдпा рдмाрдЬूрдиे рдЕрдзिрдХ рд╕рдХ्рд░िрдп рд╣ोрдК рд╢рдХрддाрдд, рдЬ्рдпाрдоुрд│े рдЬрдЧाрдЪी рд╡िрднाрдЧрдгी рджोрди рдЧрдЯांрдд рд╕्рдкрд╖्рдЯрдкрдгे рджिрд╕ूрди рдпेрдИрд▓.
  • рдЕрдг्рд╡рд╕्рдд्рд░ рдк्рд░рд╕ाрд░ рднीрддी: рдЬрд░ 'рди्рдпूрдХ्рд▓िрдпрд░ рд╕्рдиिрдлрд░' рд╡िрдоाрдиांрдиा рдХाрд╣ी рд╕ंрд╢рдпाрд╕्рдкрдж рдЖрдврд│рд▓े, рддрд░ рдЬрдЧाрдд рдЕрдг्рд╡рд╕्рдд्рд░ рдпुрдж्рдзाрдЪी рдХिंрд╡ा рдк्рд░рд╕ाрд░ाрдЪी рднीрддी рд╡ाрдвू рд╢рдХрддे, рдЬ्рдпाрдоुрд│े рд╢ेрдЕрд░ рдмाрдЬाрд░ рдХोрд╕рд│рдг्рдпाрдЪी рд╢рдХ्рдпрддा рдЕрд╕рддे.

рдеोрдбрдХ्рдпाрдд рд╡िрд╢्рд▓ेрд╖рдг

рдЕрдоेрд░िрдХेрдЪी рд╣ी рд╣ाрд▓рдЪाрд▓ рдо्рд╣рдгрдЬे "Peace through Strength" (рд╢рдХ्рддीрдж्рд╡ाрд░े рд╢ांрддрддा) рдпा рдзोрд░рдгाрдЪा рднाрдЧ рдЕрд╕ू рд╢рдХрддे. рдо्рд╣рдгрдЬेрдЪ, рдпुрдж्рдз рдХрд░рдг्рдпाрдкेрдХ्рд╖ा рд╢рдд्рд░ूрд▓ा рдЖрдкрд▓ी рддाрдХрдж рджाрдЦрд╡ूрди рд╢ांрдд рдмрд╕рд╡рдгे рд╣ा рдпाрдоाрдЧрдЪा рдоुрдЦ्рдп рдЙрдж्рджेрд╢ рдЕрд╕ू рд╢рдХрддो. рдоाрдд्рд░, рдПрдХ рдЫोрдЯीрд╢ी рдЪूрдХ рдпा рдХ्рд╖ेрдд्рд░ाрд▓ा рдоोрда्рдпा рдпुрдж्рдзाрдЪ्рдпा рдЦाрдИрдд рд▓ोрдЯू рд╢рдХрддे.


Friday, 20 February 2026

#"Digital Governance In India Present Status and Challenges Ahead,"

 Introduction

Define digital governance as the use of ICT for efficient, transparent public service delivery and citizen engagement. Highlight India's global leadership via Digital India (launched 2015, now in Digital India 2.0 phase). Share a stat: Over 1.3 billion Aadhaar IDs linked to services, enabling paperless governance.

Present Status: Key Achievements

Discuss milestones showing transformation.

  • Core Infrastructure: Aadhaar, UPI (world's largest real-time payments, 13+ billion transactions/month), BharatNet (fiber to 2.5 lakh villages).
  • Service Delivery: DigiLocker (1.5B+ documents), UMANG app (3,000+ services), e-Kranti pillars like e-Education, e-Health.
  • Impact Metrics: 90%+ panchayats digitized; reduced corruption via DBT (₹34 lakh crore transferred directly, saving ₹2.7 lakh crore).
  • Recent Advances (2026): AI integration (e.g., judicial case management), 5G rollout for smart cities.

Pillars of Success

Break down enablers.

  • Government initiatives: NeGD, MyGov for citizen feedback.
  • Tech stack: Cloud (MeghRaj), blockchain for land records.
  • Economic boost: Digital economy at 10% GDP, 1M+ startups.

Challenges Today

Address gaps realistically.

  • Digital Divide: Rural internet at ~40%, literacy ~37%; urban-rural gap persists.
  • Cybersecurity: 14 lakh+ incidents (2022 peak), 8 lakh professional shortage; rising deepfakes, data breaches.
  • Privacy & Regulation: Data Protection Act implementation delays; overlapping policies hinder interoperability.
  • Implementation Hurdles: Infrastructure lags (power, last-mile connectivity), bureaucratic resistance, low adoption in Tier-3 cities.

Challenge

Example

Impact

Digital Divide

37% rural literacy

Excludes 60% population

Cybersecurity

CoWIN/Aadhaar frauds

Erodes trust

Regulation

Policy shifts

Slows 5G/innovation

Challenges Ahead: Future Risks

Project 2027-2030 hurdles.

  • Scalability: Handling AI/quantum computing demands amid population growth.
  • Ethical Issues: Bias in AI governance tools, job displacement (20M+ by 2030).
  • Global Pressures: Geopolitical data flows, compliance with EU GDPR-like norms.
  • Emerging Threats: Quantum attacks on encryption, misinformation via GenAI.

Way Forward: Solutions and Roadmap

Propose actionable strategies.

  • Bridge divide: Digital literacy via NEP 2020, Common Service Centers expansion.
  • Strengthen security: National Cyber Coordination Centre upgrades, mandatory audits.
  • Policy Reforms: Unified data law, public-private partnerships for DPI export (e.g., India Stack globally).
  • Innovation: AI sandboxes, blockchain for transparent procurement.
  • Vision to 2047: Viksit Bharat via trusted digital infrastructure.

Conclusion

Summarize: India leads (e.g., G20 DPI recognition) but must tackle divides for inclusive growth. End with a call: "Digital governance isn't tech—it's trust

Thursday, 19 February 2026

#India AI Imapct Summit 2026 рднाрд░рддाрдЪ्рдпा рдиेрддृрдд्рдд्рд╡ाрдЪी рдЖрддा рдЬрдЧ рджрдЦрд▓ рдШेрдгाрд░ |

https://youtu.be/yCtEakxbeQE?si=3026sMnioL-0ctmH 

рднाрд░рддीрдп AI рд╕ंрд░рдЪрдиा

рд╕्рд╡рдпंрдкूрд░्рдгрддा, рд╕рдХ्рд╖рдорддा рдЖрдгि рдХाрд░्рдпрдХ्рд╖рдорддेрдЪा рдоाрд░्рдЧ

 

рез. рдк्рд░рд╕्рддाрд╡рдиा: рдЕрдм्рдЬाрд╡рдзींрдЪा рдЕрдбрдерд│ा

рд╕рдз्рдпा рдЬрдЧрднрд░ाрдд 'рдЖрд░्рдЯिрдлिрд╢िрдпрд▓ рдЗंрдЯेрд▓िрдЬрди्рд╕' (AI) рдЪ्рдпा рдХ्рд╖ेрдд्рд░ाрдд рдоोрдаी рд╕्рдкрд░्рдзा рд╕ुрд░ू рдЖрд╣े. рд╣ी рдк्рд░рдЧрддी рдоोрдЬрдг्рдпाрд╕ाрдаी рдк्рд░рдЪंрдб рд╡ीрдЬ рдЖрдгि рдЕрдлाрдЯ рдбेрдЯाрдЪा рд╡ाрдкрд░ рдХेрд▓ा рдЬाрдд рдЖрд╣े. рдпाрдоुрд│े рдПрдХ рдЕрд╕ा рдЕрдбрдерд│ा (Moat) рддрдпाрд░ рдЭाрд▓ा рдЖрд╣े, рдЬिрдеे рдлрдХ्рдд рд╢्рд░ीрдоंрдд рджेрд╢ рдХिंрд╡ा рдХंрдкрди्рдпाрдЪ рдЯिрдХू рд╢рдХрддाрдд. рднाрд░рддाрд╕ाрдаी рд╣े рдзोрдХ्рдпाрдЪे рдЖрд╣े, рдХाрд░рдг рдЬрд░ рдЖрдкрдг рдкрд░рджेрд╢ी рддंрдд्рд░рдЬ्рдЮाрдиाрд╡рд░ рдЕрд╡рд▓ंрдмूрди рд░ाрд╣िрд▓ो, рддрд░ рдЖрдкрдг рдХाрдпрдо рдд्рдпांрдЪ्рдпाрд╡рд░ рд╡िрд╕ंрдмूрди рд░ाрд╣ू. рд╣ा рдЕрд╣рд╡ाрд▓ рднाрд░рддाрд╕ाрдаी рдПрдХ 'рддिрд╕рд░ा рдоाрд░्рдЧ' рд╕ुрдЪрд╡рддोрдкрд░рджेрд╢ी рддंрдд्рд░рдЬ्рдЮाрди рд╡ाрдкрд░рдг्рдпाрдкेрдХ्рд╖ा рд╕्рд╡рддःрдЪे 'рд╕्рд╡рджेрд╢ी AI' рддрдпाрд░ рдХрд░рдгे.


реи. рдмुрдж्рдзिрдордд्рддेрдЪे рдХेंрдж्рд░ीрдХрд░рдг

рд╕ंрдЧрдгрдХीрдп рд╢рдХ्рддी рдЖрдгि рдбेрдЯाрдЪे рдЕрдбрдерд│े: AI рддрдпाрд░ рдХрд░рдг्рдпाрд╕ाрдаी рджोрди рдоोрдаे рдЕрдбрдерд│े рдЖрд╣ेрдд:

  • рд╣ाрд░्рдбрд╡ेрдЕрд░рдЪा рдЕрдбрдерд│ा: рд╢рдХ्рддिрд╢ाрд▓ी AI рдоॉрдбेрд▓ рдмрдирд╡рдг्рдпाрд╕ाрдаी рд╣рдЬाрд░ो 'GPUs' (рдк्рд░рдЧрдд рдЪिрдк्рд╕) рд▓ाрдЧрддाрдд. рднाрд░рддाрд▓ा рдпा рдЪिрдк्рд╕ рдоिрд│рд╡рдг्рдпाрдд рдЕрдбрдЪрдгी рдпेрдд рдЖрд╣ेрдд, рдЬ्рдпाрдоुрд│े рд╣े рдХाрдо рдорд╣ाрдЧ рдЖрдгि рдХрдаीрдг рдЭाрд▓े рдЖрд╣े.
  • рдбेрдЯाрдЪा рдЕрдбрдерд│ा: рдЗंрдЯрд░рдиेрдЯрд╡рд░ीрд▓ рдоाрд╣िрддी рдЖрддा рдЦाрд╕рдЧी рд╣ोрдд рдЖрд╣े. рдЬ्рдпांрдЪ्рдпाрдХрдбे рд╕्рд╡рддःрдЪा рдбेрдЯा рдЖрд╣े, рддेрдЪ рдЖрддा рд╢рдХ्рддिрд╢ाрд▓ी рдЖрд╣ेрдд.

рднाрд░рддीрдп рднाрд╖ांрдЪी рдХрдорддрд░рддा: рд╕рдз्рдпाрдЪे AI рдоॉрдбेрд▓्рд╕ рдкाрд╢्рдЪाрдд्рдп рд╡िрдЪाрд░ांрд╡рд░ рдЖрдзाрд░िрдд рдЖрд╣ेрдд. рднाрд░рддाрдЪी рдк्рд░рдоुрдЦ рднाрд╖ा рдЕрд╕рд▓ेрд▓्рдпा рд╣िंрджीрдЪा рд╡ाрдЯा рдЬाрдЧрддिрдХ рдбेрдЯाрд╕ेрдЯрдордз्рдпे рез% рдкेрдХ्рд╖ाрд╣ी рдХрдоी рдЖрд╣े. рдЬोрдкрд░्рдпंрдд рдЖрдкрдг рдЖрдкрд▓्рдпा рднाрд╖ांрдордз्рдпे AI рдмрдирд╡рдд рдиाрд╣ी, рддोрдкрд░्рдпंрдд рдд्рдпाрдЪा рдлाрдпрджा рд╕ाрдоाрди्рдп рднाрд░рддीрдпांрдиा рд╣ोрдгाрд░ рдиाрд╣ी.


рей. 'рдЗंрдбिрдпा AI' рдоिрд╢рди: рд╕्рд╡рдпंрдкूрд░्рдгрддेрдХрдбे рдкाрдКрд▓

реирежреирем рдЪ्рдпा рд╕ुрд░ुрд╡ाрддीрд▓ा рднाрд░рдд рд╕рд░рдХाрд░рдиे рдпाрд╕ाрдаी резреж,рейренрез рдХोрдЯी рд░ुрдкрдпांрдЪी рддрд░рддूрдж рдХेрд▓ी рдЖрд╣े. рдлेрдм्рд░ुрд╡ाрд░ी реирежреирем рдкрд░्рдпंрддрдЪी рдк्рд░рдЧрддी:

  • рд╕ंрдЧрдгрдХीрдп рд╢рдХ्рддी: рейрео,режрежреж GPUs рдЙрдкрд▓рдм्рдз рдХрд░ूрди рджेрдг्рдпाрдд рдЖрд▓े рдЖрд╣ेрдд рдЖрдгि рд╕्рдЯाрд░्рдЯрдЕрдк्рд╕рдиा рддे рд╕рд╡рд▓рддीрдЪ्рдпा рджрд░ाрдд (₹ремрел рдк्рд░рддि рддाрд╕) рджिрд▓े рдЬाрдд рдЖрд╣ेрдд.
  • рд╕्рд╡рджेрд╢ी рдоॉрдбेрд▓्рд╕: 'рд╕рд░्рд╡рдо AI' рдЖрдгि 'рдЧ्рдпाрди AI' рд╕ाрд░рдЦ्рдпा резреи рд╕ंрд╕्рдеांрдЪी рдиिрд╡рдб рд╕्рд╡рддःрдЪे рдоॉрдбेрд▓्рд╕ рдмрдирд╡рдг्рдпाрд╕ाрдаी рдХेрд▓ी рдЖрд╣े.
  • рднाрд░рдд-рдЬेрди (BharatGen): IIT рдмॉрдо्рдмेрдЪ्рдпा рдиेрддृрдд्рд╡ाрдЦाрд▓ी рднाрд░рддीрдп рд╕ंрд╕्рдХृрддी рдЖрдгि рднाрд╖ा рд╕рдордЬрдгाрд░े AI рд╡िрдХрд╕िрдд рдХेрд▓े рдЬाрдд рдЖрд╣े.

рек. рдоोрдаा рд╡ाрдж: рдирд╡ीрди рдоॉрдбेрд▓ рдХी рд╕ुрдзाрд░िрдд рдоॉрдбेрд▓?

рдпेрдеे рджोрди рд╡िрдЪाрд░рдк्рд░рд╡ाрд╣ рдЖрд╣ेрдд: рез. рд╕्рд╡рддःрдЪे рдоॉрдбेрд▓ рдмрдирд╡рдгे: рдХाрд╣ींрдЪ्рдпा рдорддे, рдкрд░рдХीрдп рджेрд╢ांрд╡рд░ рдЕрд╡рд▓ंрдмूрди рд░ाрд╣ू рдирдпे рдо्рд╣рдгूрди рд╢ूрди्рдпाрдкाрд╕ूрди рд╕्рд╡рддःрдЪे рдоॉрдбेрд▓ рдмрдирд╡рдгे рдЧрд░рдЬेрдЪे рдЖрд╣े. реи. рд╕ुрдзाрд░िрдд рдоॉрдбेрд▓ (Fine-Tuning): рдбॉ. рд╡िрдж्рдпाрд╕ाрдЧрд░ рдпांрдЪ्рдпाрд╕ाрд░рдЦ्рдпा рддрдЬ्рдЮांрдЪ्рдпा рдорддे, рд╢ूрди्рдпाрдкाрд╕ूрди рдоॉрдбेрд▓ рдмрдирд╡рдг्рдпाрдкेрдХ्рд╖ा рдЬрдЧाрдд рдЙрдкрд▓рдм्рдз рдЕрд╕рд▓ेрд▓्рдпा 'рдУрдкрди рд╕ोрд░्рд╕' рдоॉрдбेрд▓्рд╕рдиा рднाрд░рддीрдп рдЧрд░рдЬांрдиुрд╕ाрд░ рд╕ुрдзाрд░рдгे (Fine-tune) рдЬाрд╕्рдд рд╕ोрдкे рдЖрдгि рд╕्рд╡рд╕्рдд рдЖрд╣े.

"рддुрдо्рд╣ाрд▓ा рднाрд░рддाрд▓ा рдХेрд╡рд│ рд╢्рд░ीрдоंрдд рджेрд╢ांрдЪ्рдпा рд░ांрдЧेрдд рдмрд╕рд╡ाрдпрдЪे рдЖрд╣े рдХी рдЧрд░ीрдм рдоुрд▓ांрдиा рд╢िрдХрд╡ाрдпрдЪे рдЖрд╣े? рдЬрд░ рддुрдордЪे рдЙрдж्рджिрд╖्рдЯ рдЪुрдХрд▓े, рддрд░ рдЙрдд्рддрд░рд╣ी рдЪुрдХेрд▓."рдбॉ. рд╡िрдж्рдпाрд╕ाрдЧрд░


рел. рдзोрд░рдгाрдд्рдордХ рд╢िрдлाрд░рд╕ी

рдЕрдм्рдЬाрд╡рдзी рд░ुрдкрдпे рдЦрд░्рдЪ рди рдХрд░рддा AI рдХ्рд╖ेрдд्рд░ाрдд рдЯिрдХрдг्рдпाрд╕ाрдаी рднाрд░рддाрдиे рдЦाрд▓ीрд▓ рдЧोрд╖्рдЯी рдХрд░ाрд╡्рдпाрдд:

  • рд▓рд╣ाрди рдоॉрдбेрд▓्рд╕рд╡рд░ рднрд░ рдж्рдпा (SLMs): рдЦूрдк рдоोрдаे рдоॉрдбेрд▓ рдмрдирд╡рдг्рдпाрдкेрдХ्рд╖ा рд╢ेрддी, рдЖрд░ोрдЧ्рдп рдЖрдгि рд╢िрдХ्рд╖рдг рдпांрд╕ाрд░рдЦ्рдпा рдХ्рд╖ेрдд्рд░ांрд╕ाрдаी рд▓ाрдЧрдгाрд░े рдиेрдордХे рдЖрдгि рд▓рд╣ाрди рдоॉрдбेрд▓्рд╕ рдмрдирд╡ा.
  • рд▓ोрдХрд╕рд╣рднाрдЧाрддूрди рд╕ुрдзाрд░рдгा: рдЙрдкрд▓рдм्рдз рдоॉрдбेрд▓्рд╕рдиा рд▓ोрдХांрдЪ्рдпा рдЕрднिрдк्рд░ाрдпाрддूрди рдЕрдзिрдХ рд╣ुрд╢ाрд░ рдмрдирд╡ा.
  • рд╕рд░рдХाрд░ी рдкाрдпाрднूрдд рд╕ुрд╡िрдзांрдЪा рд╡ाрдкрд░: AI рд▓ा 'рдЖрдзाрд░', 'UPI' рдЖрдгि 'рднाрд╖िрдгी' рд╕ाрд░рдЦ्рдпा рд╕рд░рдХाрд░ी рдпंрдд्рд░рдгांрд╢ी рдЬोрдбा.
  • рд╡िрд╡िрдз рдЧुंрддрд╡рдгूрдХ: рдлрдХ्рдд рдПрдХाрдЪ рддंрдд्рд░рдЬ्рдЮाрдиाрд╡рд░ рдЕрд╡рд▓ंрдмूрди рди рд░ाрд╣рддा рд╡िрд╡िрдз рдкрд░्рдпाрдпांрдЪा рд╡िрдЪाрд░ рдХрд░ा.

рем. рдиिрд╖्рдХрд░्рд╖: рдЧ्рд░ाрд╣рдХाрдХрдбूрди рдиिрд░्рдоाрдд्рдпाрдХрдбे

рднाрд░рдд рд╕рдз्рдпा AI рд╡ाрдкрд░рдгाрд░ा рдЬрдЧाрддीрд▓ рддिрд╕рд░ा рдоोрдаा рджेрд╢ рдЖрд╣े. рдкрдг рдкुрдврдЪे реирек рдорд╣िрдиे рдард░рд╡рддीрд▓ рдХी рдЖрдкрдг 'рдиिрд░्рдоाрддे' рдмрдирдгाрд░ рдХी рдиाрд╣ी. рдЦрд░ी рд╕्рд╡рдпंрдкूрд░्рдгрддा рдоोрдаे рд╕ुрдкрд░ рдХॉрдо्рдк्рдпुрдЯрд░ рдЕрд╕рдг्рдпाрдд рдиाрд╣ी, рддрд░ рдЖрдкрд▓्рдпा рд▓ोрдХांрдЪ्рдпा рд╕рдорд╕्рдпा рд╕ोрдбрд╡рдг्рдпाрдд рдЖрд╣े. рднाрд░рддाрдиे 'рдлрдХ्рдд рдиाрд╡ाрд╕ाрдаी' рдк्рд░рдХрд▓्рдк рдХрд░рдг्рдпाрдкेрдХ्рд╖ा 'рд▓ोрдХांрдЪ्рдпा рдХाрдоाрдЪे' рдк्рд░рдХрд▓्рдк рдХेрд▓्рдпाрд╕ рдЖрдкрдг рдЬрдЧाрдЪे рдиेрддृрдд्рд╡ рдХрд░ू рд╢рдХрддो.


THE INDIAN AI ARCHITECTURE

Sovereignty, Scalability, and the Path to Efficiency


1. Introduction: The Moat of Billions

The global AI race is currently defined by a "scaling paradigm" where progress is measured in megawatts and trillions of parameters. This trajectory has created a "Moat of Billions," concentrating intelligence in the hands of a few entities with the capital to fund massive compute clusters. For India, this centralisation is a strategic risk. If competitive AI requires American-level spending and Western-centric data, India risks a new form of technological dependency.

This brief outlines a "third way"—a strategy that balances national sovereignty with technical pragmatism, moving from a model of "AI Consumption" to "Sovereign Creation."


2. The Centralisation of Intelligence

Compute & Data Barriers

The scaling era has solidified two primary barriers to entry:

  • The Hardware Moat: Training frontier models requires tens of thousands of cutting-edge GPUs. India currently faces Tier 3 chip export restrictions, making massive-scale training prohibitively expensive and logistically complex.
  • The Data Moat: As the "open" internet closes (via scraping restrictions on platforms like Reddit and Stack Overflow), proprietary, human-labelled data has become the new oil.

The Indic Language Deficit

Current global models reflect foreign cultural assumptions. Even Hindi, India's most spoken language, has less than 1% representation in the datasets of frontier models. Without domestic models, AI will remain a "black box" that struggles to serve 1.4 billion citizens in their primary languages.


3. The IndiaAI Mission: A Sovereign Push

In early 2026, the Indian government transitioned from policy to execution. The IndiaAI Mission (Phase 2.0) represents a ₹10,371 crore ($1.25 billion) commitment to independence.

Key Progress (as of February 2026):

  • Compute Power: 38,000 GPUs have been onboarded and made available to startups at a subsidised rate of ₹65/hour. An additional 20,000 GPUs are currently being procured.

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  • Indigenous Model Development: 12 organisations, including Sarvam AI, Soket AI, Gnani AI, and Gan AI, have been shortlisted to build foundational models.
  • The BharatGen Initiative: A sovereign multimodal ecosystem led by IIT Bombay to ensure AI reflects Indian cultural and linguistic nuances.

4. The Great Debate: Foundational Models vs. Fine-Tuning

A critical tension has emerged between Prestige and Purpose.

  • The Case for Foundational Models: Proponents argue that building from scratch is a strategic necessity to avoid reliance on foreign IP and to control the "decision-making logic" of the models.
  • The Case for Fine-Tuning: Critics, including Dr. Vidyasagar, argue that India should not "chase frontier models." They contend that fine-tuning powerful open-source models (like DeepSeek or Llama) provides 90% of the utility at 1% of the cost. Running a model requires two orders of magnitude less compute than training one.

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"Do you want to say India is in an elite group, or do you want to teach children? If you've got the objective wrong, the solution will be wrong."Dr. Vidyasagar


5. Strategic Recommendations

To build a sustainable AI ecosystem without burning billions, India should adopt a "Deployment-First" philosophy:

  1. Prioritise Small Language Models (SLMs): Rather than chasing trillion-parameter generalists, focus on sector-specific, task-optimised models for healthcare, agriculture, and education.
  2. Master "Post-Training": Invest heavily in Reinforcement Learning from Human Feedback (RLHF) and fine-tuning. This allows India to "manufacture intelligence" on top of existing open-source architectures.
  3. DPI Integration: Integrate AI with India’s Digital Public Infrastructure (Aadhaar, UPI, Bhashini). This creates a "Data Advantage" that foreign firms cannot replicate.
  4. Technoeconomic Hedging: Avoid betting on a single architecture. Diversify investments across hybrid neuro-symbolic systems and classic machine learning to solve real-world problems.

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6. Conclusion: From Market to Maker

India is already the world’s third-largest AI market by consumption. The next 24 months will determine if it becomes a top-tier maker. True sovereignty does not lie in owning the world's largest supercomputer, but in owning the most relevant solutions for its people. By pivoting from "prestige projects" to "practical deployment," India can lead the Global South in building AI that is both affordable and impactful.