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Answer: Consolidation
Server consolidation via virtualization reduces hardware, power, cooling requirements. Improves utilization from 10-15% to 60-80%. Critical for data center efficiency and cost reduction.
Answer: Rain
Rain attenuation affects Ka/Ku-band satellite signals, requiring adaptive coding, power control, and ground station diversity for reliable service. Critical for satellite network design and QoS planning.
Answer: Model
Model Cards provide standardized documentation: intended use, training data characteristics, performance metrics across groups, ethical considerations. Enable informed deployment decisions and accountability.
Answer: Stake / PoS
Ethereum transitioned from Proof of Work to Proof of Stake (The Merge, 2022), reducing energy consumption by ~99.95%. Validators stake ETH to propose/attest blocks. Critical for understanding crypto sustainability.
Answer: Building Energy / BEMS
BEMS uses IoT sensors, AI analytics, and automation to optimize HVAC, lighting, and equipment operation. Reduces energy waste by 20-40% while maintaining comfort. Critical for green building certifications.
Answer: Water Ice / Oxygen
Lunar water ice can be electrolyzed into hydrogen and oxygen for rocket propellant. Enables lunar refueling depot for deep space missions. Critical for sustainable space exploration economics.
Answer: Knowledge
Zero-Knowledge Proofs enable proving knowledge of a secret without revealing it. Applications: privacy-preserving authentication, confidential transactions, secure voting. Critical for next-gen privacy technologies.
Answer: Bias / Fairness
Bias Testing evaluates AI performance across demographic groups to identify disparate impact. Techniques: disaggregated metrics, counterfactual fairness, adversarial debiasing. Critical for equitable AI deployment.
Answer: Digital / e₹
e₹-R pilot involves major banks issuing digital wallets for retail transactions: P2P, P2M, QR payments. Tests usability, scalability, and integration with existing payment systems before full rollout.
Answer: FATF / Financial Action Task Force
FATF provides international standards for virtual assets: definition of VASPs, Travel Rule, risk-based supervision. Countries implement through domestic laws. Critical for cross-border crypto compliance.
Answer: Blockchain
Blockchain is distributed ledger using cryptographic hashing and consensus mechanisms (PoW, PoS) for tamper-resistant record-keeping. Foundation for Bitcoin, Ethereum, and many CBDC prototypes.
Answer: 115BBH
Section 115BBH (introduced FY 2022-23) taxes crypto income at 30% plus cess, with 1% TDS on transactions. No loss offset allowed. Critical for crypto taxation compliance questions.
Answer: Effectiveness / PUE
PUE = Total Facility Energy / IT Equipment Energy. Ideal PUE is 1.0; modern data centers achieve 1.1-1.3. Critical for measuring and improving data center sustainability.
Answer: Carbon / Emissions
Carbon trading (cap-and-trade) sets emission limits and allows trading of allowances. India exploring carbon markets under Climate Change Act. Critical for climate policy and finance questions.
Answer: 26.5-40
Ka-band (26.5-40 GHz) offers high bandwidth for satellite broadband but susceptible to rain attenuation. Requires adaptive coding and ground station diversity. Critical for satellite communication planning.
Answer: NavIC
NavIC (Navigation with Indian Constellation) has 7 satellites providing positioning accuracy better than 20m over India and 1500 km surrounding area. Alternative to GPS for strategic autonomy.
Answer: Entanglement
Quantum entanglement enables correlated states between particles, foundational for quantum teleportation, superdense coding, and quantum computing. Critical for understanding quantum information science.
Answer: Coherence
Coherence time (T1 for energy relaxation, T2 for phase decoherence) determines how many quantum operations can be performed before errors dominate. Longer coherence enables more complex algorithms.
Answer: Shor's
Shor's Algorithm factors integers in polynomial time on quantum computers, breaking RSA which relies on factoring difficulty. Requires fault-tolerant quantum computers not yet available. Critical for post-quantum cryptography planning.
Answer: Auditing / Assessment
AI Auditing involves systematic evaluation of models for fairness, accuracy, robustness, and compliance. Tools include bias detection frameworks, performance metrics, and third-party assessments. Critical for responsible AI deployment.