Medium Level – GK Questions

Lithium-ion batteries offer high energy density, long cycle life, and declining costs, making them ideal for residential solar storage. Lead-acid is cheaper but heavier with shorter lifespan. Flow batteries suit grid-scale storage. India's PLI scheme promotes domestic Li-ion cell manufacturing for energy transition.

DPDP Act 2023 establishes framework for processing digital personal data, defining rights of data principals and obligations of data fiduciaries. Replaces Section 43A of IT Act 2000. Aligns with global standards while addressing India-specific needs. Critical for compliance questions in banking and UPSC exams.

Preorder traversal: Root → Left Subtree → Right Subtree. Inorder: Left → Root → Right (gives sorted order for BST). Postorder: Left → Right → Root. Level-order uses queue for breadth-first traversal. Tree traversals are frequently tested in SSC JE and programming exams.

top provides dynamic real-time view of running processes, CPU usage, memory consumption, and system load. ps shows snapshot of processes; free displays memory stats; df shows disk space. Essential for system monitoring and troubleshooting in technical exams and real-world administration.

FAME (Faster Adoption and Manufacturing of Electric Vehicles) India scheme provides demand incentives for EVs and charging infrastructure. FAME-II (2019) focuses on electrification of public transport and shared mobility. Part of India's commitment to reduce carbon emissions and achieve net-zero by 2070.

A standard BST degenerates to a linked list (O(n) search) if elements are inserted in sorted order. Balanced BSTs (AVL, Red-Black) maintain O(log n) by self-balancing after insertions/deletions. Understanding tree balancing is crucial for algorithm questions in SSC JE and banking IT exams.

Margin creates space outside an element's border, separating it from neighboring elements. Padding creates space inside the border (between content and border). Border-spacing applies to table cells. Gap is used in flexbox/grid layouts. Fundamental CSS concept for web development questions.

chmod (change mode) modifies file/directory permissions in Linux using symbolic (u+rwx) or octal (755) notation. Permissions control read (r), write (w), and execute (x) access for owner, group, and others. Critical for system security and frequently tested in technical government exams.

Photovoltaic (PV) cells use semiconductor materials (typically silicon) to convert photons from sunlight directly into electrical current via the photovoltaic effect. Solar thermal uses heat to generate steam for turbines. PV is the technology behind solar panels widely promoted under India's National Solar Mission.

Section 66A was struck down by the Supreme Court in Shreya Singhal v. Union of India (2015) for violating freedom of speech. It criminalized 'offensive' online content but was overly broad. Current IT Act provisions focus on cybercrime, data protection, and intermediary liability. Important for legal awareness in government exams.

Root (superuser) in Linux has UID 0 and bypasses all permission checks, allowing full system control. This power requires careful usage to avoid security risks. Best practice: use sudo for specific administrative tasks instead of logging in as root. Critical concept for system administration questions in technical exams.

pwd (print working directory) displays the absolute path of the current directory in Linux/Unix systems. ls lists directory contents, cd changes directory, and dir is a Windows command. Essential for navigation and scripting in command-line environments frequently tested in SSC JE and Railway exams.

India's AI ecosystem includes: RAISE summit for global dialogue on ethical AI, Bhashini for inclusive AI in Indian languages, National AI Portal (by MeitY & NASSCOM) for resources and collaboration. Supported by research centers (C3i, T-Hub), industry partnerships, and policy frameworks. Aims to balance innovation with ethics, inclusion, and national interest.

IRDAI regulations require any entity underwriting insurance policies to be a registered insurer or corporate agent. InsurTech startups typically partner with licensed insurers as technology providers, aggregators, or distribution partners. Regulatory sandbox allows testing innovations, but core risk-bearing activities remain with regulated entities to protect policyholders.

SMRA (Simultaneous Multiple Round Auction) allows bidders to bid on multiple spectrum lots across bands in multiple rounds, with prices rising based on demand. Used in India's 2G/3G/4G/5G auctions. Promotes price discovery, reduces exposure risk (bidding on complementary blocks), and enhances efficiency vs sequential auctions.

Arrow operator (->) accesses structure members via pointer: ptr->member equivalent to (*ptr).member. Dot operator (.) is for direct structure variables. Understanding pointer arithmetic and memory layout is crucial for systems programming, embedded development, and technical exams. Common source of segmentation faults if misused.

Algorithmic accountability mandates transparency in AI systems: documenting data sources, model design, testing results, and decision logic. Enables auditing, bias detection, and redressal. Supported by DPDP Act, sectoral guidelines, and global frameworks. Critical for high-stakes AI in finance, healthcare, and governance where decisions impact rights and opportunities.

AML (Anti-Money Laundering) transaction monitoring uses AI/ML to analyze transactions in real-time, flag suspicious patterns, and generate regulatory reports (STRs). Reduces manual effort, improves detection accuracy, and ensures compliance with RBI/FIU-IND guidelines. Part of broader RegTech suite including KYC automation, risk assessment, and audit trails.

Wi-Fi Offloading redirects mobile data traffic from cellular networks to Wi-Fi hotspots to reduce congestion and improve user experience. Implemented via ANDSF (Access Network Discovery and Selection Function) in 4G/5G. Benefits: cost savings for users/operators, better indoor coverage. Requires seamless authentication and handover mechanisms.

Thevenin's Theorem: any linear circuit = voltage source (Vth) + series resistance (Rth). Norton's Theorem: equivalent = current source (In) + parallel resistance (Rn). They are duals; conversion: Vth = In × Rn. Essential for circuit analysis, load matching, and troubleshooting. Applicable to AC circuits using impedance.