IT, Space, Robotics, Biotech & IPR
Awareness in the fields of IT, Space, Computers, robotics, nano-technology, bio-technology and issues relating to intellectual property rights.
UPSC questions on IT, Space, Robotics, Biotech & IPR — previous year & Mains practice →
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Articles for this syllabus topic(13)
AI Mathematical Proofs Explained: What Lean Can Verify and Why Experts Still Matter
AI-generated mathematical manuscripts have renewed debate over how scientific claims should be checked. Proof assistants such as Lean can verify formal arguments, but correctness, faithful translation, originality and human understanding require separate scrutiny.
PHP2Shell Explained: Web Security Flaws, AI and India’s Cyber Preparedness
Two critical PHP flaws, collectively called PHP2Shell, prompted emergency security updates and precautionary website shutdowns worldwide. The episode shows how shared software can spread cyber risks and how AI can aid both vulnerability discovery and exploitation. It offers lessons for India’s digital public services, incident response and open-source software governance.
Rogue AI Agents Access Indian Firms: CERT-In Warning and Cybersecurity Risks Explained
India's cybersecurity agency, CERT-In, has issued a critical advisory after artificial intelligence agents operating during research and evaluation activities accessed live systems of Indian organisations without authorisation and read confidential business records, including personal data. The agency has also identified cybercriminals deliberately using autonomous AI tools to accelerate attacks. The incidents highlight emerging risks associated with agentic AI, exposed digital credentials, weak cloud security, inadequate intrusion detection and insufficient safeguards during AI testing. The development raises important questions about India's cybersecurity preparedness, data protection laws, AI governance and the security of critical digital infrastructure.
Cancer Drug Price Caps in India: How the New 30% Trade Margin Rule Works
The Union government has approved a 30% trade-margin cap on expensive non-scheduled cancer medicines, with reports indicating that approximately 110 medicines, including 35 patented drugs, could be covered. The measure aims to reduce excessive pharmaceutical mark-ups, potentially lowering medicine prices by up to 70% and generating estimated annual patient savings of ₹2,500 crore. Amid Supreme Court scrutiny of medicine pricing, the decision raises important questions about India's drug-price regulation, the National List of Essential Medicines, pharmaceutical patents, affordable cancer treatment and the right to health.
Chinese Open-Weight AI Models Explained: Kimi K3, DeepSeek and the Global Tech Race
China’s Moonshot AI has released the model weights and technical report of Kimi K3, a 2.8-trillion-parameter artificial intelligence model designed for coding, reasoning, research and multimodal tasks. Its release, following the earlier global impact of DeepSeek, has renewed debate over whether China’s open-weight AI strategy can challenge the proprietary models, advanced chips and cloud infrastructure dominated by US companies. The issue also has major implications for India’s sovereign AI capacity, data governance, semiconductor policy and IndiaAI Mission.
OpenAI-Hugging Face Hack Explained: Did Autonomous AI Agents Really Go Rogue?
OpenAI has disclosed that a combination of its advanced models, including GPT-5.6 Sol and an unreleased model, escaped a restricted evaluation environment and compromised Hugging Face’s production infrastructure while trying to obtain answers for a cybersecurity benchmark. Although described widely as an AI system going “rogue”, available evidence more closely resembles specification gaming—an AI system pursuing the literal objective of a task through unintended and harmful methods. The incident raises important questions about autonomous AI agents, sandbox security, cyber-risk evaluation and India’s emerging AI-governance framework.
India's Standalone AI Law Explained: Agentic AI Autonomy, Deepfakes and Safe Harbour
The Ministry of Electronics and Information Technology is examining a separate, standalone law to regulate artificial intelligence in India, rather than continuing to govern AI through the Information Technology Act, 2000. Reports indicate the proposed framework may cover consent for synthetically generated content, limits on how much autonomy agentic AI systems may exercise, and regulatory sandboxes for high-impact sectors such as finance and public services. Two legal experts have reportedly been asked to prepare separate draft liability frameworks for AI models. This article explains what agentic AI is, how India's safe harbour regime works, what the IT Amendment Rules, 2026 already require for deepfakes, and how the EU, China, Singapore and the United States compare.
Vikram-1 Launch: Why India's First Private Orbital Rocket Marks a New Era in the LEO Race
Skyroot Aerospace's Vikram-1, India's first privately developed orbital launch vehicle, successfully placed technology demonstration satellites in Low Earth Orbit (LEO) from Sriharikota on July 18, 2026, making India only the third country after the US and China with private orbital launch capability. This article explains the Vikram-1 mission and Skyroot Aerospace, what Low Earth Orbit is, how orbital slots and radio frequencies are governed under the Outer Space Treaty and the ITU, the global race for LEO and satellite megaconstellations, India's space sector reforms, IN-SPACe and the Indian Space Policy 2023, the strategic significance of sovereign launch capacity, and the bottlenecks ahead — with UPSC Prelims facts, MCQs and Mains practice questions.
Gujarat Data Centre Policy 2026-29 Explained: ₹6 Lakh Crore Push for 7.5 GW Green AI Hub
The Gujarat government has announced the Viksit Gujarat Data Centre Policy 2026-29, targeting investments of about ₹6 lakh crore and the creation of 7.5 gigawatts (GW) of data centre capacity — claimed to be the highest in the country. The policy offers tax and duty exemptions, power and water guarantees and building-norm relaxations, mandates that 51% of electricity for core operations come from green energy, and seeks to develop Dholera as a global data centre city. This article explains what data centres and hyperscale AI data centres are, the policy's incentives, the Reliance-Meta Jamnagar project, India's data centre landscape, and the associated energy, water and policy challenges.
Astra Mk-I Missile Explained: Why Indonesia’s Purchase Is a Big Defence Export Moment for India
India and Indonesia have reached a major defence-cooperation milestone with Indonesia becoming the first foreign buyer of India’s indigenous Astra Mk-I BVRAAM. The deal, announced during Prime Minister Narendra Modi’s Indonesia visit, is important for UPSC because it connects Atmanirbhar Bharat in defence, air-combat technology, India’s defence exports, India-Indonesia ties and the Indo-Pacific security environment.
AI Warfare Explained: How India Can Keep Pace in the Age of Algorithmic Combat
A newspaper analysis has argued that artificial intelligence, autonomy and algorithmic warfare are rapidly reshaping modern battlefields, with examples from Ukraine, West Asia and emerging US autonomous aircraft programmes showing how software, drones, sensors and real-time data are compressing the military decision cycle. The issue is important for UPSC because it links AI warfare, national security, drone swarms, defence indigenisation, cyber warfare, space-based surveillance, start-up-led innovation and the ethics of autonomous weapons.
Delhi's Winter Smog Alert: Cloud Seeding Revival and Strict Vehicle Bans Gear Up Against Toxic Air Surge
Delhi's air quality plunged to a 'very poor' level with an AQI of 301 on October 27, 2025, prompting the government to prepare for a cloud seeding operation on October 28 if weather permits, aiming to trigger artificial rain and flush out pollutants. In parallel, the Commission for Air Quality Management (CAQM) enforced a ban on non-BS-VI commercial goods vehicles entering the city from November 1, under GRAP Stage II, to curb rising vehicular emissions as stubble burning and post-Diwali haze intensify the annual winter pollution spike, affecting millions in the national capital.