The episode challenges the familiar “open versus closed” framing of AI systems. Sharma argues that openness is not inherently good or bad—it is an instrumental choice that should align with specific policy goals. She introduces a seven-part taxonomy of AI—compute, data, source code, model weights, system prompts, operational records and controls, and labor—to show how each component interacts differently with innovation, safety, and governance. Her central idea, differential openness, suggests that each component can exist along a spectrum rather than being entirely open or closed. For instance, a company might keep its training data private while making its system prompts partially accessible, allowing transparency without compromising competitive or national interests. Using the example of companion bots, Sharma highlights how tailored openness across components can enhance safety and oversight while protecting user privacy. She urges policymakers to adopt this nuanced approach, applying varying levels of openness based on context—whether in public services, healthcare, or defense. The episode concludes by emphasizing that understanding these layers is vital for shaping balanced AI governance that safeguards public interest while supporting innovation.

How can regulators determine optimal openness levels for different components of AI systems? Can greater transparency coexist with innovation and competitive advantage? What governance structures can ensure that openness strengthens democratic accountability without undermining safety or national security?

Episode Contributors

Chinmayi Sharma is an associate professor of law at Fordham Law School in New York. She is a nonresident fellow at the Stoss Center, the Center for Democracy and Technology, and the Atlantic Council. She serves on Microsoft’s Responsible AI Committee and the program committees for the ACM Symposium on Computer Science and Law and the ACM Conference on Fairness, Accountability, and Transparency.

Shruti Mittal is a research analyst at Carnegie India. Her current research interests include artificial intelligence, semiconductors, compute, and data governance. She is also interested in studying the potential socio-economic value that open development and diffusion of technologies can create in the Global South.

Suggested Readings

Unbundling AI Openness by Parth Nobel, Alan Z. Rozenshtein, and Chinmayi Sharma.

Tragedy of the Digital Commons by Chinmayi Sharma.

India’s AI Strategy: Balancing Risk and Opportunity by Amlan Mohanty and Shatakratu Sahu.

Every two weeks, Interpreting India brings you diverse voices from India and around the world to explore the critical questions shaping the nation's future. We delve into how technology, the economy, and foreign policy intertwine to influence India's relationship with the global stage.

As a Carnegie India production, hosted by Carnegie scholars, Interpreting India, a Carnegie India production, provides insightful perspectives and cutting-edge by tackling the defining questions that chart India's course through the next decade.

Stay tuned for thought-provoking discussions, expert insights, and a deeper understanding of India's place in the world.

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India’s air defense has transformed from sparse radars in the 1960s to a multilayered network anchored by the Integrated Air Command and Control System (IACCS), linking radars, interceptors, and layered missile systems into a cohesive shield. Air Marshal Diptendu Choudhury underscores how decades of preparation, constant operational readiness, and the stress test of Operation Sindoor demonstrated the value of Army–Air Force integration and cost-effective counters to drones and missiles. He emphasizes that air defence is no longer just about protection—it is about extending reach into adversary airspace and enabling India’s offensive air power to operate with confidence.

Looking ahead, Choudhury warns that the deepening China–Pakistan partnership, the economics of interception, and production scalability will shape India’s strategic calculus. He calls for IACCS to evolve into an Integrated Aerospace Command and Control System, expanding beyond airspace into near-space and space-based surveillance to achieve full-spectrum aerospace domain awareness. Building resilient, cyber-secure, and future-ready defences, he argues, is essential to preserving India’s edge against threats ranging from drones to ballistic missiles.

How can India balance cost-effective counters against drones with the need for high-end missile defenses? What does China–Pakistan military cooperation mean for India’s future two-front strategy? How should India integrate space-based systems into its air defence to achieve true aerospace domain awareness?

Episode Contributors

Air Marshal (Retd.) Diptendu Choudhury, Former Commandant, National Defence College, Delhi. An experienced pilot with over 5000 sorties on fighters, he has commanded a fighter squadron, IAF’s prestigious Tactics Air Combat Development Establishment, two frontline fighter wings, and has extensive experience in the development and execution of air operations at Command, Air Force and Joint Operations levels. He has been the Senior Air Staff Officer of WAC, Air Defence Commander of two operational Commands, AOC of IAF’s Composite Operational Battle Response and Analysis Group, as well as the ACAS Inspections, and Director Air Staff Inspections and Operational Planning and Assessment Group.

Dinakar Peri is a fellow in the Security Studies program at Carnegie India. Earlier, he was a journalist with The Hindu newspaper covering defense and strategic affairs for almost 11 years. He is an alumnus of the U.K. Foreign Office’s Chevening South Asia Journalism Program and the U.S. State Department’s International Visiting Leadership Program.

Every two weeks, Interpreting India brings you diverse voices from India and around the world to explore the critical questions shaping the nation's future. We delve into how technology, the economy, and foreign policy intertwine to influence India's relationship with the global stage.

As a Carnegie India production, hosted by Carnegie scholars, Interpreting India, a Carnegie India production, provides insightful perspectives and cutting-edge by tackling the defining questions that chart India's course through the next decade.

Stay tuned for thought-provoking discussions, expert insights, and a deeper understanding of India's place in the world.

Don't forget to subscribe, share, and leave a review to join the conversation and be part of Interpreting India's journey.