748: STRIKING THE BALANCE: AIR COMBAT READINESS AND OPERATIONAL SAFETY IN MODERN WARFARE

 

Article for the IAF Flight Safety Magazine 

 

The fast-changing warfare environment in the 21st Century is characterised by heightened levels of technical complexity, multi-domain operations, and an increasing complexity of threats. Air forces now need to appropriately balance maintaining preparedness for air combat while also maintaining operational safety and security to meet a rapidly evolving future. Being able to navigate correct posture between these competing demands is vital for successful 21st Century air forces to be operationally effective, survivable and strategically resilient.

Air combat capability demands forces to deploy, survive, and fight successfully over the entire range of conflict at short notice. This necessitates continuous pilot training, strong aircraft maintenance, in-depth logistical support, and rapid incorporation of disruptive technologies like artificial intelligence (AI), precision-guided weapons, and network-centric systems. Operational safety, on the other hand, seeks to carefully manage risk during training, during deployment and, obviously, during combat. In fact, in the case of combat, the difference between tactical and operational safety is primarily intent: in combat, operational safety is still going to manage risk and reduce accidents, system failures, human error, and cyber threats to reliability and sustainment into the future.

The readiness-safety paradox is touchy: stressing too much safety results in undue caution in training and negates readiness for peer conflict, whereas focusing on readiness without adequate checks and balances raises mishap rates, attrition, and long-term vulnerability. With modern warfare becoming increasingly multi-domain, utilising unmanned platforms, hypersonics, and AI-enabled decision-making, this balance is complicated, and a holistic approach to both lethality and resilience will be needed.

There is a need to discuss the necessities of air combat preparedness, the value of operational safety, the dilemma of readiness versus safety, and solutions toward a sustainable equilibrium. Air forces need to be both razor-sharp spears, positioned to seize air superiority, and impenetrable shields, defending personnel, equipment, and networks from kinetic and non-kinetic threats. This balance is not an administrative issue per se—it is the foundation of deterrence credibility, mission survivability, and strategic resilience in contemporary conflict.

 

Air Combat Readiness Imperatives

Air combat readiness is the foundation of air power, providing air forces with the capability to deter aggression, project dominance, and shift instantly from peacetime to high-intensity conflict in contested multi-domain environments. It is a strategic resource characterised by the combination of human, technical, and organisational readiness encompassing four interconnected pillars:-

Crew Proficiency and Training Continuity. Airfighting readiness is predicated on Crew proficiency in mastering air-to-air, air-to-ground, electronic warfare, and beyond-visual-range (BVR) techniques. Sustained, realistic training, live-fire exercises, and simulated contested environments form combat reflexes and hone decision-making under duress. This promotes mental acuity and muscle memory for dynamic battlefields, essential to fighting against peer adversaries.

Aircraft Availability and Maintenance. High sortie production rates are reliant on sound maintenance programs and effective supply chains. Predictive diagnostics and new sustainment practices. Older fleets, especially in emerging air forces, are challenged by attrition and servicing complexity, highlighting the necessity for sophisticated maintenance doctrines to ensure operational availability.

Logistics and Dispersed Basing Resilience. Contemporary conflicts require tough basing and logistics that can weather enemy attacks, cyber interruptions, or disputed supply lines. A combat employment doctrine that is agile, like dispersing assets in several locations, improves survivability. Intra-theater dispersal and mobile support bases ensure prolonged operations, maintaining high sortie rates even in hostile environments.

Integration of Modern Technologies. Combat credibility is dependent on the smooth integration of networked sensors, stealth, hypersonics, AI-assisted decision support, unmanned teaming, and precision-guided munitions. These technologies speed response time, increase targeting precision, and increase the lethality envelope. Their non-adoption jeopardises delayed decision-making and decreased effectiveness against newer, high-end threats such as hypersonic weapons.

 

Importance of Operational Safety

Operational safety is important for air forces to be able to maintain combat readiness, while not suffering personnel or asset losses, or remaining resilient. Not only is it the prevention of accidents, but resource protection, human capital protection, and providing resilience to air forces’ operations in high-tempo, high-risk environments. Safety systems improve morale, credibility, and combat capability over lengthy and protracted conflicts, while weighing lethality against sustainability.

Safety is not some timidness, but is an enabler to assist readiness, both replicable and resilient. Operational safety ensures that readiness is doable and maintains efficacy over time, without suffering losses that cannot be sustained, that erode combat capabilities. Historically, the loss of aircraft during peacetime accidents has outstripped hostile action, illustrating that there needs to be systematic (professional) risk reduction. Important aspects of operational safety to meet our objectives include: –

Protection of Human Capital. Pilots and aircrews are the product of years of training and investment and, as such, are unique assets. Safety procedures like Crew Resource Management (CRM) reduce the risk associated with fatigue, stress, and mental overload, which are prime causes of aviation accidents. Survival systems guarantee crew safety in training and combat, and maintain a healthy workforce that can sustain long battles.

Asset Preservation. Contemporary aerospace platforms, such as stealth aircraft or AWACS, are expensive national investments. Avoidable accidents degrade force structure, erode deterrence credibility, and have major strategic and psychological consequences. Stringent inspections, predictive modelling, and maintenance procedures ensure high mission-capable rates, keeping platforms online and available.

Cyber and Information Resilience. Safety really goes beyond just mechanical parts- it also means protecting the digital world through cybersecurity and electronic safeguards. With threats like hostile cyber attacks, spoofing, and supply chain issues, the flight controls, navigation systems, and command networks face real risks. Strong cyber defences and resilient systems are important to keep everything running smoothly, even in challenging environments.

 

The Readiness–Safety Dilemma and Key Challenges

The confrontation between combat readiness and safety is a core dilemma for contemporary air forces. Readiness necessitates stretching boundaries in order to anticipate high-intensity, multi-domain conflict, and safety necessitates risk mitigation in order to provide sustainability. Exaggerating safety breeds caution that can blunt readiness, but unbridled readiness stimulates attrition, weakening enduring credibility. This dilemma is compounded by changing threats and dwindling resources, with a number of key challenges influencing the balance. Key challenges include:-

Training Realism versus Risk Mitigation. Realistic training like low-level manoeuvres, low-altitude operations, night operations, and live-fire is similar in intensity to peer-level combat but increases the risk of accidents. Excessive safety measures like restricted flight envelopes minimise accidents but can render the crew ill-prepared for unencumbered war. Balancing realism with risk mitigation is essential to bridge training and combat realities without putting crews at risk.

Sustainment and Maintenance Challenges. Operational tempos that are high speed up the wear-and-tear of aircraft, and higher risks of mechanical failures arise. Quick repairs improve short-term availability but degrade safety if done hastily. Ageing fleets aggravate this problem. Data analytics predictive maintenance can anticipate failures, but resource shortages tend to compel trade-offs that handicap fleet readiness or long-term reliability.

Resource Shortages and Indigenisation. Most air forces suffer from part shortages, skilled technical manpower, and contemporary platforms due to over-dependence on foreign sources or sanctions. Indigenisation attempts at building indigenous systems minimise dependence but threaten to incorporate untested technologies that undermine safety. On the other hand, excessive dependence on legacy platforms or rationing limited spares compromises readiness with a flimsy trade-off of innovation with reliability.

Crew Exposure. Combat preparedness demands that the crew accumulate considerable experience on platforms and mission tasks through high rates of flying hours. Greater exposure increases fatigue, accident potential, and mental overload, especially for smaller air forces with low crew reservoirs. Creating training regimens that induce realistic stress without ruinous risk is critical in order to keep pilots qualified and retained.

Navigating the Dilemma. The readiness–safety dilemma requires adaptive responses to maintain air forces as lethal and sustainable. Excessive caution threatens to create forces not hardened for combat’s harshness, while unrestrained aggression causes unsustainable losses. Through addressing these challenges by innovative sustainment, balanced training, and resource stewardship, air forces can balance readiness and safety to maintain credible combat power in dynamic, high-stakes environments.

 

Means of Establishing the Balance

A state of harmony between operational safety and air combat readiness can only be attained through cohesive, systemic approaches that integrate technology, training, doctrine, and organisational culture. Integrated strategies make air forces lethal, effective, and resilient without affecting sustainability, thus resolving the readiness-safety challenge through synergistic priorities. Key strategies include:-

Integration of Risk Management. Integrating risk management into operational planning meets realism with safety. Calibrating risk, for instance, by limiting risky manoeuvres to trainees but permitting them for veteran crews, air forces prevent combat-relevant training with disastrous consequences. Automated systems need to be introduced that recognise and counter vulnerabilities through statistical readiness indicators.

Technological Integration and Predictive Maintenance. AI-based predictive maintenance, digital twins, and aircraft health monitoring systems predict mechanical failure, cutting downtime and accident rates. On modern platforms, these capabilities maintain high mission-capable rates while improving safety, enabling readiness and reliability without compromise.

Advanced Simulation and Hybrid Training. Cutting-edge simulators, such as virtual and augmented reality, mimic sophisticated combat situations such as BVR engagements, electronic warfare, and hypersonic threats at low physical hazard. Hybrid models, combining simulated and live missions, cross the realism-safety divide, providing combat exposure with decreased mishap probabilities.

Training and Crew Resource Management (CRM). Improved CRM systems promote teamwork, communication, and awareness in situ among pilots, ground staff, and command centres. In integrating safety culture into readiness exercises, CRM minimises human-factor mistakes while preserving operational aggressiveness, building a workforce that excels at operating in high-stress environments.

Network-Centric and Beyond Visual Range (BVR) Focus. Contemporary warfare focuses on network-centric operations and BVR engagements. Expertise in AWACS integration, datalink coordination, and multi-asset synchronisation raises lethality while lowering dependence on close-in, high-risk manoeuvres. Cyber safety procedures also guarantee robustness in contested digital environments.

Doctrinal Flexibility and Comprehensive Workforce Development. Doctrinal Flexibility and Comprehensive Workforce Development. Flexible doctrines vary training intensity, balancing geopolitical environments and conditions of forces, understanding that readiness for peer-level confrontation comes at a cost of safety in lower intensity operations. Comprehensive workforce development—from aircrew to engineers to data professionals to AI professionals—involves shared accountabilities for readiness and safety within the entire enterprise, improving flexibility and resilience.

Joint Doctrine Development. In operations across multiple domains, joint doctrine aligns air, space, cyber, and land operations, providing interoperability and minimising accidents with common standards of safety. Deconflicting air routes, safeguarding data networks, and adding unmanned systems increases readiness and security collectively in a coalition war.

Holistic Integration. These approaches cumulatively close the readiness-safety gap by capitalising on technology, innovative training, and flexible doctrines. Through treating readiness and safety as complementary, air forces can maintain combat credibility, reduce losses, and guarantee resilience in dynamic, high-stakes environments, reconciling lethality with long-term operational sustainability.

 

The Future Landscape

The safety-readiness balance will become increasingly dynamic with the evolution of air combat through multi-domain operations (MDO), unmanned systems, hypersonic systems, and artificial intelligence (AI)-based decision-making. These emerging dynamics create new vulnerabilities and safety issues while augmenting combat effectiveness, necessitating air forces to establish a dynamic equilibrium that regularly rebalances readiness and safety. Key emerging dynamics include:-

Multi-Domain Operations (MDO). Air power will converge with cyber, space, EW and info domains to tap into C5ISR ecosystems for greater situational awareness and near-real-time responses. While this enhances lethality, it also heightens systemic vulnerabilities, which require strong safety measures to safeguard interdependent networks and ensure operational resilience across domains.

Unmanned and Autonomous Systems. Drones and AI systems can perform high-risk operations with limited pilot exposure. Manned-unmanned teaming and swarming technologies facilitate adaptive decentralised operations, but pose dangers such as biases in AI, cyberattacks, and autonomous-crewed asset collisions. New safety paradigms are needed to provide reliability and ethical responsibility.

Hypersonic and Directed Energy Weapons. Hypersonic weapons shorten decision cycles, necessitating readiness for extremely rapid engagements and innovative C5ISR integration. These vehicles and weapons place extreme stress on aircrew and system resources, necessitating advanced safety features to control risk while preserving combat effectiveness against transient engagement opportunity sets.

AI-Based Decision-Making. AI speeds up decision loops, increasing readiness in uncertain situations. But dependence on algorithms threatens transparency, adversary tampering, and misperceptions in targeting or sensor data interpretation. Strong safety nets must balance AI-lethality with operational dependability.

Navigating the Future. The future beckons for a dynamic, readiness-safety balance theme, supported by software-enabled, swift updating and agile doctrines. Air forces should invest in AI-enabled autonomous systems, establish unmanned safety frameworks, and continue to integrate multi-domain sensors to inhibit anti-access and area-denial adversaries. By developing air force capabilities to solve ethical, safety, and reliability questions, an air force can achieve resilience and lethality in a rapidly more complex battlespace.

 

Conclusion

Operational safety is closely tied to air combat readiness and preparedness. Safety will always come first, as ensuring the safety of flight operations for personnel and equipment ensures sustainability and survivability over the long term. Readiness and preparedness do not take a backseat, though; they are vital when the air forces find themselves required to operate in a contested environment and have to compete in a high-stakes environment. Finding the correct balance between operational safety, innovation, some availability of the aircraft, and training that is realistic while not lax, burnout, or unreliable is the balance the air forces want to strike for their personnel and aircraft. This is achieved through combinations of predictive maintenance, better crew resource management, improved simulation, getting better at integrating risk management and training pilots around flexible joint doctrine. The amount of risk with air power is increasingly mitigated with the input of AI, hypersonic strikes, and autonomous systems. However, operational safety and operational readiness have become even more insidious and complex than before, as they are intertwined. Too much focus on readiness equals unnecessary accidents and exposure to fatigue and technical issues, and too much caution equals an untested force with no capability for peer-level fight. Operational safety must balance preclusion of risk with credibility to deter enemy forces. Air forces must configure their technologies and risk management to be conducive to preserving our people and our assets and operational commitments and deterrence while rapidly adapting to change by technology, threats and geopolitics. Ultimately, air power needs to be focused on the safe conduct of operations, but air forces must treat readiness and safety as two vital and interconnected pillars.

 

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References and credits

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References:-

  1. “Advances in Human Factors and Simulation”, Proceedings of the International Conference on Human Factors and Simulation, July 24-28, 2019.
  1. Deptula, D. A., “Air Power in the Age of Multi-Domain Operations”, Mitchell Institute for Aerospace Studies, 2020.
  1. Johnson, J. S., “Artificial Intelligence and the Future of Warfare: The Impact of AI on Military Operations”, Manchester University Press, 2021.
  1. Reason, J. “Managing the Risks of Organisational Accidents”. Ashgate Publishing, 2018.
  1. Bommakanti, K., & Mohan, S. (2024). Emerging Technologies and India’s Defence Preparedness. Observer Research Foundation.
  1. Pant, H. V., & Bommakanti, K. (2023). Towards the Integration of Emerging Technologies in India’s Armed Forces. ORF Occasional Paper No. 392, Observer Research Foundation.

719: ARTIFICIAL INTELLIGENCE-ENABLED AIR FORCES: THE FUTURE OF AERIAL WARFARE

 

Article Published In the 2025 edition of the Karnataka branch of the Air Force Association Journal.

 

Integrating Artificial Intelligence (AI) in air forces is revolutionising modern aerial warfare, enhancing combat efficiency, decision-making capabilities, and operational effectiveness. AI-driven technologies are transforming everything from autonomous drones and pilot assistance systems to predictive maintenance and cyber defence. The ongoing advancements in AI are paving the way for next-generation warfare, where speed, precision, and automation play pivotal roles. There is a need to explore the benefits, challenges, and prospects of AI-enabled air forces, as well as examine how militaries worldwide are leveraging AI to gain a strategic advantage in the skies.

 

AI Applications in Air Warfare.

 Autonomous Combat Drones and Loyal Wingmen. One of the most significant developments in AI-enabled air forces is the use of autonomous combat drones and “loyal wingmen” programs. AI-powered Unmanned Aerial Vehicles (UAVs) can operate independently or in coordination with manned aircraft. The U.S. Air Force’s Skyborg program, Russia’s Okhotnik-B, and India’s CATS Warrior are leading examples of AI-powered aerial combat systems. Key capabilities of AI-enabled drones include autonomous targeting and engagement of enemy aircraft and ground targets, AI-driven reconnaissance for real-time battlefield awareness, and electronic warfare capabilities to disrupt enemy communications and radar. Loyal wingmen, such as Boeing’s MQ-28 Ghost Bat, work alongside fighter jets, assisting in combat while reducing the risk to human pilots.

AI-Assisted Air Combat. AI has also been tested in air-to-air combat scenarios. In 2020, DARPA’s AlphaDogfight Trials demonstrated that an AI-piloted F-16 simulator could outperform an experienced human pilot in dogfighting scenarios. AI-driven fighter jets can make rapid manoeuvring decisions, anticipate enemy tactics, and optimise firing solutions faster than human pilots.

AI Co-Pilot Systems. Modern fighter jets are incorporating AI as a co-pilot to assist human pilots in complex combat scenarios. AI co-pilots can provide real-time threat analysis and countermeasure recommendations, optimise flight paths for maximum efficiency and survivability, and assist in weapons management and target prioritisation. The U.S. Air Force’s Air Combat Evolution (ACE) program is working on integrating AI co-pilots into next-generation fighter aircraft.

AI in Predictive Maintenance and Logistics Optimisation. AI-powered maintenance systems can analyse vast amounts of sensor data to predict mechanical failures before they occur. The Condition-Based Maintenance (CBM+) system helps optimise aircraft maintenance schedules, reducing downtime and improving fleet readiness. AI’s Key benefits in maintenance include minimising unexpected failures, ensuring mission readiness, efficient resource allocation by prioritising high-risk components, and cost savings by reducing unnecessary maintenance.

AI in Air Defence Systems. AI enhances air defence by improving target detection and response times. AI-enabled radar and sensor fusion systems help military forces detect and track multiple airborne threats simultaneously, optimise interception strategies against hypersonic missiles and stealth aircraft, and identify and neutralise threats with minimal human intervention. Systems like Israel’s Iron Dome and Russia’s S-500 Prometheus integrate AI to enhance target prioritisation and engagement.

AI in Electronic Warfare (EW). AI-driven electronic warfare systems can autonomously jam enemy radar and communication networks, adapt to new threats by analysing enemy signals in real-time, and protect friendly assets from cyber and electromagnetic attacks. The U.S. Air Force is actively developing AI-enhanced Electronic Warfare Pods for next-generation combat aircraft.

AI in Mission Planning. AI assists in complex mission planning by analysing real-time battlefield data. Advanced AI systems can generate optimal attack and defence strategies based on situational awareness, adapt plans dynamically as new threats emerge, and reduce commanders’ decision-making time. Programs like Project Maven employ AI to analyse drone surveillance footage, identifying potential threats more efficiently than human analysts. AI-driven battlefield management systems integrate data from multiple sources, including satellites and reconnaissance aircraft, ground-based radars and air defence systems, as well as cyber intelligence reports. This allows commanders to make data-driven decisions in high-pressure combat scenarios.

Swarm Warfare: The Future of Aerial Combat. AI-controlled drone swarms are emerging as a game-changing technology in aerial combat. Swarm tactics involve deploying multiple autonomous drones to overwhelm enemy defences with coordinated attacks, conducting distributed intelligence, surveillance, and reconnaissance (ISR), and executing autonomous electronic jamming and decoy operations. Countries like the U.S., China, and India are actively researching AI-driven drone swarms as a force multiplier in future conflicts.

 

Advantages and Challenges of AI in Air Forces

 Advantages of AI-Enabled Air Forces. AI-enabled air forces offer numerous advantages, revolutionising modern aerial warfare and operational efficiency. One key benefit is enhanced decision-making, as AI rapidly processes vast amounts of battlefield data to provide real-time intelligence, improving situational awareness and response times. Additionally, AI reduces pilot workload by automating routine tasks, allowing human operators to focus on complex strategic decisions. Combat efficiency is also significantly increased through AI-driven targeting, threat assessment, and autonomous drones that execute missions with precision. Another significant advantage is the reduction of human casualties, as AI-powered unmanned aerial vehicles (UAVs) can conduct high-risk operations without putting pilots at risk. Furthermore, AI optimises maintenance and logistics by predicting equipment failures and streamlining supply chains, reducing downtime and operational costs. These advancements collectively enhance Air Force effectiveness, ensuring superior combat readiness while lowering overall risks and expenses. As AI technology continues to evolve, its role in modern air forces will become increasingly indispensable.

Challenges and Ethical Concerns.  Integrating AI into air forces presents significant challenges and ethical concerns despite its advantages. A major issue is balancing autonomy with human oversight, as fully autonomous AI systems raise questions about accountability and decision-making in combat. Ensuring that AI does not make lethal decisions without human intervention remains a critical concern for policymakers and military leaders. Cybersecurity threats pose risks, as adversaries could manipulate or hack AI-driven systems, leading to catastrophic failures. Additionally, AI bias and errors in target recognition or threat assessment could result in unintended casualties or collateral damage. Another challenge is the potential for AI to accelerate the global arms race

as nations compete to develop more advanced autonomous weapons, raising the risk of destabilisation. Addressing these concerns requires robust regulations, international cooperation, and strict ethical frameworks to ensure AI remains a tool for enhancing security rather than escalating conflicts.

The Future of AI in Air Forces. The future of AI in air forces promises unprecedented advancements, reshaping aerial warfare with enhanced autonomy, precision, and strategic capabilities. Unmanned Combat Aerial Vehicles (UCAVs) will see increased autonomy, enabling them to operate independently or in coordination with manned aircraft in high-risk missions, reducing reliance on human pilots. AI-powered hypersonic weapons guidance systems will enhance missile accuracy, making airstrikes faster and more precise. Additionally, integrating AI with quantum computing will revolutionise data processing, allowing air forces to conduct predictive analytics at unprecedented speeds and improving threat detection, mission planning, and electronic warfare strategies. As AI-driven systems become more sophisticated, militaries will develop advanced counter-AI warfare techniques to neutralise enemy AI assets, ensuring dominance in digital battle spaces. However, as AI’s role expands, ethical and strategic concerns will require careful regulation and oversight. Ultimately, AI will be a cornerstone of future air forces, enabling superior operational efficiency, strategic decision-making, and battlefield dominance while necessitating continued advancements in security, ethics, and control mechanisms.

 

Conclusion. Artificial Intelligence is fundamentally transforming the landscape of aerial warfare. AI-enabled air forces are becoming faster, more efficient, and increasingly autonomous. From autonomous combat drones and AI co-pilots to predictive maintenance and swarm warfare, AI enhances every aspect of military aviation. However, as nations race to integrate AI into their defence strategies, addressing challenges related to autonomy, cybersecurity, and ethical considerations is crucial. The future of warfare will be shaped by how effectively AI is integrated into the air forces of the world.

 

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Disclaimer:

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References:-

  1. Gady, Franz-Stefan. “AI, Autonomy, and Airpower: Future Directions in Military Aviation.” International Institute for Strategic Studies (IISS), 2022.
  1. Roff, Heather M. “The Strategic Implications of Lethal Autonomous Weapon Systems.” RAND Corporation, 2016.
  1. Lockheed Martin. AI and Autonomy in Next-Generation Fighter Jets. Lockheed Martin Corporation, 2022.
  1. DARPA (Defence Advanced Research Projects Agency). Algorithmic Warfare and AI-Powered Air Combat. U.S. Department of Defence, 2021.
  1. RAND Corporation. The Future of Unmanned Aerial Vehicles and AI Integration. RAND Research Report, 2022.
  1. B Prakash, AI and the Future of Air Combat in India, MP-IDSA, 2022.

Industry & Technology Reports

  1. Trevithick, Joseph. “The U.S. Air Force’s AI-Powered ‘Skyborg’ Drone: A Game Changer?” The War Zone, 2021.
  1. Ackerman, Evan. “AI Pilots Now Outperform Human Fighter Pilots in Simulated Dogfights.” IEEE Spectrum, 2022.
  1. Johnson, David. “China’s AI-Enabled Aerial Warfare: Capabilities and Implications.” Defence One, 2023.
  1. Cummings, Mary L. Human-Autonomy Teaming: Issues and Challenges for AI in Military Operations. CRC Press, 2021.
  1. Scharre, Paul. Army of None: Autonomous Weapons and the Future of War. W.W. Norton & Company, 2018.

672: VIDEO BYTES DURING OPERATION SINDOOR

 

07 May NDTV with Vishnu Som (Links Below):-

 

 

https://x.com/ndtv/status/1921940958503178398

 

 

 

Bharat FM Channel on 08 May 25 (Link Below):-

 

 

07 May on India Today(Links Below):-

 

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