Bihar Social Media and Other Online Media (Amendment) Rules, 2026 provide ₹10,000 per additional 1 lakh views after 30 days, capped at ₹1.20 lakh per video.
#BIHARspecial
#BIHARspecial
Bihar launched the ‘One Officer–One Model School’ initiative for Saraswati Vidya Niketans, assigning each administrative officer a school for direct monitoring; quarterly Parent–Teacher Meetings are mandatory.
#BIHARspecial
#BIHARspecial
National Waterway-4 (NW-4) connects Kakinada (Andhra Pradesh) with Puducherry through the Godavari–Krishna river systems, canals and the Buckingham Canal.
#GEOGRAPHY
#GEOGRAPHY
🕸️BPSC WEB🕸️
Photo
AI Sovereignty: From Adoption to Independent Evaluation
Context: India aims to become the world’s “AI use capital,” using its linguistic diversity, digital public infrastructure, young workforce and startup ecosystem.
Core concern: AI success is measured through users, languages and adoption, but not through real outcomes, safety failures and social harms.
Strategic dependency: India’s AI ecosystem largely depends on foreign foundation models and compute infrastructure. Dependence becomes risky when India cannot negotiate terms or verify performance independently.
Meaning of AI sovereignty: It does not require building every model domestically; it means retaining the power to choose, test, regulate and set conditions for foreign and domestic AI systems.
Independent evaluation: AI must be assessed in Indian languages and real-life settings for safety, bias, human–AI interaction, labour displacement, loss of human judgment and other systemic harms.
Way forward: Use government procurement to enforce safety standards; establish application-layer testing sandboxes; strengthen post-deployment monitoring and grievance redressal; and fund independent third-party evaluators involving technical institutions and civil society.
Conclusion: India can become an AI use capital only by simultaneously developing strong AI evaluation capacity, ensuring that technology remains useful, accountable and socially trustworthy.
#GS2mains
Context: India aims to become the world’s “AI use capital,” using its linguistic diversity, digital public infrastructure, young workforce and startup ecosystem.
Core concern: AI success is measured through users, languages and adoption, but not through real outcomes, safety failures and social harms.
Strategic dependency: India’s AI ecosystem largely depends on foreign foundation models and compute infrastructure. Dependence becomes risky when India cannot negotiate terms or verify performance independently.
Meaning of AI sovereignty: It does not require building every model domestically; it means retaining the power to choose, test, regulate and set conditions for foreign and domestic AI systems.
Independent evaluation: AI must be assessed in Indian languages and real-life settings for safety, bias, human–AI interaction, labour displacement, loss of human judgment and other systemic harms.
Way forward: Use government procurement to enforce safety standards; establish application-layer testing sandboxes; strengthen post-deployment monitoring and grievance redressal; and fund independent third-party evaluators involving technical institutions and civil society.
Conclusion: India can become an AI use capital only by simultaneously developing strong AI evaluation capacity, ensuring that technology remains useful, accountable and socially trustworthy.
#GS2mains
India–Japan Maritime Security Cooperation (2026): The MoA strengthens cooperation between the Indian Navy and Japan Maritime Self-Defense Force in maritime domain awareness, search and rescue, HADR and protection of Sea Lines of Communication (SLOCs) in the Indo-Pacific.
#CA2026
#CA2026
❤1
Essay Point: Women constituting 41% of the 2024 IAS batch reflects the rise of Nari Shakti from political symbolism to decision-making authority. However, representation becomes meaningful only when it produces gender-responsive, inclusive and last-mile governance.
—> “Women’s empowerment is complete not merely when women enter institutions, but when they gain the authority to reshape them.”
STEM link: Women’s rising representation in civil services shows progress in one traditionally male-dominated field; similar institutional support is required to bridge their continuing under-representation in STEM.
#ESSAY
—> “Women’s empowerment is complete not merely when women enter institutions, but when they gain the authority to reshape them.”
STEM link: Women’s rising representation in civil services shows progress in one traditionally male-dominated field; similar institutional support is required to bridge their continuing under-representation in STEM.
#ESSAY