Sleepy Classes IAS
According to IEA benchmarks, AI fault-detection in power networks reduces outage durations by what percentage?
โ๐๐ฒ๐ ๐๐ฝ๐ฝ๐น๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป๐ & ๐๐น๐ผ๐ฏ๐ฎ๐น ๐๐ฒ๐ป๐ฐ๐ต๐บ๐ฎ๐ฟ๐ธ๐
โ๐ฃ๐ผ๐๐ฒ๐ฟ ๐ก๐ฒ๐๐๐ผ๐ฟ๐ธ๐ (๐ฅ๐๐ฆ๐ฆ):
AI fault-detection reduces outage duration by 30โ50% and unlocks 175 GW of transmission capacity without laying new lines (IEA).
โ๐ช๐ฎ๐๐ฒ๐ฟ ๐ฆ๐ฒ๐ฐ๐๐ฟ๐ถ๐๐ (๐๐ฎ๐น ๐๐ฒ๐ฒ๐๐ฎ๐ป ๐ ๐ถ๐๐๐ถ๐ผ๐ป):
Real-time leak and anomaly detection across 190M households (e.g., Sweden's VA SYD cut water loss to 8%).
โ๐ฅ๐ฎ๐ถ๐น๐๐ฎ๐๐ & ๐๐ผ๐ด๐ถ๐๐๐ถ๐ฐ๐:
Predictive track and asset maintenance saves costs and prevents derailments (e.g., UK Network Rail saves >ยฃ30M/year).
โ๐๐ฒ๐ ๐๐ผ๐๐๐น๐ฒ๐ป๐ฒ๐ฐ๐ธ๐:
โ๐๐ฎ๐๐ฎ ๐๐ฒ๐ณ๐ถ๐ฐ๐ถ๐:
Legacy data is fragmented, incomplete, and non-interoperable.
โ๐๐๐ฏ๐ฒ๐ฟ๐๐ฒ๐ฐ๐๐ฟ๐ถ๐๐:
Blending Information Technology (IT) with Operational Technology (OT) expands cyber-attack risks.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ
โ๐๐ฎ๐๐ฎ ๐๐ผ๐๐ฒ๐ฟ๐ป๐ฎ๐ป๐ฐ๐ฒ:
Standardize asset registers, ensure data interoperability, and mandate clear data-ownership in procurement contracts.
โ๐ฃ๐ฟ๐ฎ๐ด๐บ๐ฎ๐๐ถ๐ฐ ๐ฆ๐ฐ๐ฎ๐น๐ถ๐ป๐ด:
Run controlled pilots with task-specific models (anomaly detection over LLMs) while keeping human engineers in the loop for safety-critical decisions.
โ๐ฃ๐ผ๐๐ฒ๐ฟ ๐ก๐ฒ๐๐๐ผ๐ฟ๐ธ๐ (๐ฅ๐๐ฆ๐ฆ):
AI fault-detection reduces outage duration by 30โ50% and unlocks 175 GW of transmission capacity without laying new lines (IEA).
โ๐ช๐ฎ๐๐ฒ๐ฟ ๐ฆ๐ฒ๐ฐ๐๐ฟ๐ถ๐๐ (๐๐ฎ๐น ๐๐ฒ๐ฒ๐๐ฎ๐ป ๐ ๐ถ๐๐๐ถ๐ผ๐ป):
Real-time leak and anomaly detection across 190M households (e.g., Sweden's VA SYD cut water loss to 8%).
โ๐ฅ๐ฎ๐ถ๐น๐๐ฎ๐๐ & ๐๐ผ๐ด๐ถ๐๐๐ถ๐ฐ๐:
Predictive track and asset maintenance saves costs and prevents derailments (e.g., UK Network Rail saves >ยฃ30M/year).
โ๐๐ฒ๐ ๐๐ผ๐๐๐น๐ฒ๐ป๐ฒ๐ฐ๐ธ๐:
โ๐๐ฎ๐๐ฎ ๐๐ฒ๐ณ๐ถ๐ฐ๐ถ๐:
Legacy data is fragmented, incomplete, and non-interoperable.
โ๐๐๐ฏ๐ฒ๐ฟ๐๐ฒ๐ฐ๐๐ฟ๐ถ๐๐:
Blending Information Technology (IT) with Operational Technology (OT) expands cyber-attack risks.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ
โ๐๐ฎ๐๐ฎ ๐๐ผ๐๐ฒ๐ฟ๐ป๐ฎ๐ป๐ฐ๐ฒ:
Standardize asset registers, ensure data interoperability, and mandate clear data-ownership in procurement contracts.
โ๐ฃ๐ฟ๐ฎ๐ด๐บ๐ฎ๐๐ถ๐ฐ ๐ฆ๐ฐ๐ฎ๐น๐ถ๐ป๐ด:
Run controlled pilots with task-specific models (anomaly detection over LLMs) while keeping human engineers in the loop for safety-critical decisions.
โค1๐1
Which 2020 landmark Supreme Court judgment affirmed daughters' equal coparcenary birth rights in ancestral property?
Anonymous Quiz
12%
Shayara Bano v. Union of India
54%
Vineeta Sharma v. Rakesh Sharma
14%
Vishaka v. State of Rajasthan
20%
Joseph Shine v. Union of India
๐1
Sleepy Classes IAS
Which 2020 landmark Supreme Court judgment affirmed daughters' equal coparcenary birth rights in ancestral property?
Transitioning from welfare-based empowerment to a women-led development model anchored in substantive equality, economic justice, and enforceable property rights.
โ๐๐ผ๐ป๐๐๐ถ๐๐๐๐ถ๐ผ๐ป๐ฎ๐น & ๐๐ฒ๐ด๐ฎ๐น ๐๐ฟ๐ฎ๐บ๐ฒ๐๐ผ๐ฟ๐ธ:
โ๐๐ถ๐๐๐ฟ๐ถ๐ฏ๐๐๐ถ๐๐ฒ ๐๐๐๐๐ถ๐ฐ๐ฒ:
Shifting from compensatory welfare to resource distribution under the Preamble, DPSP (Articles 38, 39, 46), and Article 300-A (Right to Property as a tool for social status and bargaining power).
โ๐๐ฎ๐ป๐ฑ๐บ๐ฎ๐ฟ๐ธ ๐๐๐ฟ๐ถ๐๐ฝ๐ฟ๐๐ฑ๐ฒ๐ป๐ฐ๐ฒ:
Vineeta Sharma v. Rakesh Sharma (2020) affirmed daughters' equal coparcenary birth rights in ancestral property under the 2005 Hindu Succession Amendment.
โ๐ฆ๐๐ฟ๐๐ฐ๐๐๐ฟ๐ฎ๐น ๐๐บ๐ฝ๐ฒ๐ฑ๐ถ๐บ๐ฒ๐ป๐๐:
โPatriarchal social norms, low legal awareness, and difficult access to justice hinder the translation of statutory rights into ground realities.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ
Digitize land records and automate the recording of women's property shares to curb intermediary dependence.
โ๐๐ผ๐ป๐๐๐ถ๐๐๐๐ถ๐ผ๐ป๐ฎ๐น & ๐๐ฒ๐ด๐ฎ๐น ๐๐ฟ๐ฎ๐บ๐ฒ๐๐ผ๐ฟ๐ธ:
โ๐๐ถ๐๐๐ฟ๐ถ๐ฏ๐๐๐ถ๐๐ฒ ๐๐๐๐๐ถ๐ฐ๐ฒ:
Shifting from compensatory welfare to resource distribution under the Preamble, DPSP (Articles 38, 39, 46), and Article 300-A (Right to Property as a tool for social status and bargaining power).
โ๐๐ฎ๐ป๐ฑ๐บ๐ฎ๐ฟ๐ธ ๐๐๐ฟ๐ถ๐๐ฝ๐ฟ๐๐ฑ๐ฒ๐ป๐ฐ๐ฒ:
Vineeta Sharma v. Rakesh Sharma (2020) affirmed daughters' equal coparcenary birth rights in ancestral property under the 2005 Hindu Succession Amendment.
โ๐ฆ๐๐ฟ๐๐ฐ๐๐๐ฟ๐ฎ๐น ๐๐บ๐ฝ๐ฒ๐ฑ๐ถ๐บ๐ฒ๐ป๐๐:
โPatriarchal social norms, low legal awareness, and difficult access to justice hinder the translation of statutory rights into ground realities.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ
Digitize land records and automate the recording of women's property shares to curb intermediary dependence.
๐1
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Take the Free All-India Prelims Mock Test โ I to assess your preparation and identify areas that need more practice.
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๐2
I believe only Science can get India its due place in the world ๐
Just trying to share that, sociologically ๐๐
And a few other things (almost daily) from a sociological point of view
Do subscribe ๐
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Just trying to share that, sociologically ๐๐
And a few other things (almost daily) from a sociological point of view
Do subscribe ๐
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Why doesn't India produce innovators like Elon Musk? What does India need to become a global leader in technology, scientific innovation and entrepreneurship?
In this video by Sleepy Classes IAS, we explore Why India Needs Its Own Elon Musk through the lensโฆ
In this video by Sleepy Classes IAS, we explore Why India Needs Its Own Elon Musk through the lensโฆ
โค5๐1
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โ๐๐ฒ๐ ๐ฃ๐ฟ๐ผ๐๐ถ๐๐ถ๐ผ๐ป ๐ฆ๐ต๐ถ๐ณ๐๐
โ๐๐ถ๐ด๐ต๐ฒ๐ฟ ๐๐น๐ฒ๐ ๐ถ๐ฏ๐ถ๐น๐ถ๐๐ ๐ง๐ต๐ฟ๐ฒ๐๐ต๐ผ๐น๐ฑ:
Industrial establishments employing up to 300 workers (up from 100) are exempt from government-certified standing orders.
โ๐ฆ๐๐ฟ๐ถ๐ฐ๐๐ฒ๐ฟ ๐ฆ๐๐ฟ๐ถ๐ธ๐ฒ ๐ก๐ผ๐ฟ๐บ๐:
Requires a 60-day advance notice for strikes across all industries and bars strikes while tribunal disputes are pending or within 60 days post-decision.
โ๐จ๐ป๐ถ๐ผ๐ป ๐ฅ๐ฒ๐ฐ๐ผ๐ด๐ป๐ถ๐๐ถ๐ผ๐ป ๐ฅ๐๐น๐ฒ๐:
Raises the threshold for trade union registration to requiring support from 10% or 100 workers (whichever is less).
โ๐๐ฒ๐ ๐๐ผ๐ป๐ฐ๐ฒ๐ฟ๐ป๐:
โDilution of workers' right to organize and bargain collectively.
โPotential job insecurity and reduced statutory workplace protections for mid-sized firms.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ:
โStrengthen tripartite dialogue (State-Employer-Union) to address implementation gaps.
โEnsure operational flexibility for businesses is strictly balanced with universal social security and safe working conditions.
โ๐๐ถ๐ด๐ต๐ฒ๐ฟ ๐๐น๐ฒ๐ ๐ถ๐ฏ๐ถ๐น๐ถ๐๐ ๐ง๐ต๐ฟ๐ฒ๐๐ต๐ผ๐น๐ฑ:
Industrial establishments employing up to 300 workers (up from 100) are exempt from government-certified standing orders.
โ๐ฆ๐๐ฟ๐ถ๐ฐ๐๐ฒ๐ฟ ๐ฆ๐๐ฟ๐ถ๐ธ๐ฒ ๐ก๐ผ๐ฟ๐บ๐:
Requires a 60-day advance notice for strikes across all industries and bars strikes while tribunal disputes are pending or within 60 days post-decision.
โ๐จ๐ป๐ถ๐ผ๐ป ๐ฅ๐ฒ๐ฐ๐ผ๐ด๐ป๐ถ๐๐ถ๐ผ๐ป ๐ฅ๐๐น๐ฒ๐:
Raises the threshold for trade union registration to requiring support from 10% or 100 workers (whichever is less).
โ๐๐ฒ๐ ๐๐ผ๐ป๐ฐ๐ฒ๐ฟ๐ป๐:
โDilution of workers' right to organize and bargain collectively.
โPotential job insecurity and reduced statutory workplace protections for mid-sized firms.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ:
โStrengthen tripartite dialogue (State-Employer-Union) to address implementation gaps.
โEnsure operational flexibility for businesses is strictly balanced with universal social security and safe working conditions.
๐1
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๐1
Doston,
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Unexpected questions, unfamiliar topics, and changing question patterns made Prelims 2026 a challenge for aspirants.
For Prelims 2027, prepare to tackle the unexpected with our Prelims Crash Course + Test Series.
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๐1
In an era of 24/7 news cycles and AI deepfakes, global power is increasingly driven by narrative control rather than just borders.
Here is how we can build an integrated geostrategic communication architecture to protect national narratives
โ๐๐ผ๐ฟ๐ฒ ๐ง๐ต๐ฒ๐บ๐ฒ:
Building an integrated geostrategic communication architecture to counter AI-driven disinformation, shape global perceptions, and modernize public diplomacy.
โ๐๐ฒ๐ ๐๐ฒ๐ผ๐ฝ๐ผ๐น๐ถ๐๐ถ๐ฐ๐ฎ๐น ๐๐ต๐ฎ๐น๐น๐ฒ๐ป๐ด๐ฒ๐:
โGlobal power is increasingly driven by narrative control and information warfare rather than just borders or material resources.
โ24/7 news cycles, AI-generated deepfakes, algorithmic bias, and information overload deepen trust deficits and escalate international crises.
โ๐ฃ๐ฟ๐ผ๐ฝ๐ผ๐๐ฒ๐ฑ ๐ฆ๐ผ๐น๐๐๐ถ๐ผ๐ป๐ & ๐๐ป๐๐๐ถ๐๐๐๐ถ๐ผ๐ป๐ฎ๐น ๐๐ฟ๐ฎ๐บ๐ฒ๐๐ผ๐ฟ๐ธ๐:
โGlobal Information Order: Establish international standards for AI transparency, global fact-checking consortia, and crisis communication protocols under UNGA leadership.
โThreshold Agreement: Create a collaborative multi-stakeholder framework based on the 7Rs (relevance, relatability, response, revival, reconnection, reconstruction, repositioning).
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ:
โInstitutionalize a centralized strategic communication framework combining real-time predictive analytics, cultural diplomacy, and the diaspora's soft power.
โEnact balanced digital sovereignty measures to protect national narratives without suppressing free speech.
Here is how we can build an integrated geostrategic communication architecture to protect national narratives
โ๐๐ผ๐ฟ๐ฒ ๐ง๐ต๐ฒ๐บ๐ฒ:
Building an integrated geostrategic communication architecture to counter AI-driven disinformation, shape global perceptions, and modernize public diplomacy.
โ๐๐ฒ๐ ๐๐ฒ๐ผ๐ฝ๐ผ๐น๐ถ๐๐ถ๐ฐ๐ฎ๐น ๐๐ต๐ฎ๐น๐น๐ฒ๐ป๐ด๐ฒ๐:
โGlobal power is increasingly driven by narrative control and information warfare rather than just borders or material resources.
โ24/7 news cycles, AI-generated deepfakes, algorithmic bias, and information overload deepen trust deficits and escalate international crises.
โ๐ฃ๐ฟ๐ผ๐ฝ๐ผ๐๐ฒ๐ฑ ๐ฆ๐ผ๐น๐๐๐ถ๐ผ๐ป๐ & ๐๐ป๐๐๐ถ๐๐๐๐ถ๐ผ๐ป๐ฎ๐น ๐๐ฟ๐ฎ๐บ๐ฒ๐๐ผ๐ฟ๐ธ๐:
โGlobal Information Order: Establish international standards for AI transparency, global fact-checking consortia, and crisis communication protocols under UNGA leadership.
โThreshold Agreement: Create a collaborative multi-stakeholder framework based on the 7Rs (relevance, relatability, response, revival, reconnection, reconstruction, repositioning).
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ:
โInstitutionalize a centralized strategic communication framework combining real-time predictive analytics, cultural diplomacy, and the diaspora's soft power.
โEnact balanced digital sovereignty measures to protect national narratives without suppressing free speech.
๐2
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Regular practice can help you identify gaps in your preparation and understand which topics need more attention.
Take the FREE All-India Prelims Mock Test โ I to assess your current preparation and plan your next steps.
Test Date: 18 October 2026
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โค1๐1
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๐1
Which species is identified as India's only non-human ape, currently facing severe population decline due to habitat fragmentation?
Anonymous Quiz
31%
Lion-tailed Macaque
60%
Hoolock Gibbon
9%
Nilgiri Langur
๐2
Sleepy Classes IAS
Which species is identified as India's only non-human ape, currently facing severe population decline due to habitat fragmentation?
โHoolock Gibbon:
India's only non-human ape, found in Northeast India.
โPopulation Decline:
Populations have plummeted by 90% in recent decades due to habitat fragmentation.
โ๐๐ฐ๐ผ๐น๐ผ๐ด๐ถ๐ฐ๐ฎ๐น ๐ฉ๐๐น๐ป๐ฒ๐ฟ๐ฎ๐ฏ๐ถ๐น๐ถ๐๐:
โSpecialized for canopy life (brachiation); ground travel exposes them to predators and vehicle collisions.
โIsolation in small forest pockets (e.g., Hoollongapar Gibbon Sanctuary with 3,000โ5,000 individuals) triggers severe inbreeding and genetic bottlenecks.
โ๐ ๐ถ๐๐ถ๐ด๐ฎ๐๐ถ๐ผ๐ป ๐ ๐ฒ๐ฎ๐๐๐ฟ๐ฒ๐:
โCanopy Infrastructure: Installation of braided rope bridges, gantry systems, and natural tree-corridor plantings across rail and road cuts (e.g., Melghat Tiger Reserve, Srivilliputhur Sanctuary).
โGlobal Benchmarks:
Wildlife overpasses like the 1 km-long animal overpass in the Netherlands.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ:
โIntegrate mandatory arboreal ecoducts and canopy bridging into Environmental Impact Assessments (EIA) for all linear infrastructure traversing forest corridors.
India's only non-human ape, found in Northeast India.
โPopulation Decline:
Populations have plummeted by 90% in recent decades due to habitat fragmentation.
โ๐๐ฐ๐ผ๐น๐ผ๐ด๐ถ๐ฐ๐ฎ๐น ๐ฉ๐๐น๐ป๐ฒ๐ฟ๐ฎ๐ฏ๐ถ๐น๐ถ๐๐:
โSpecialized for canopy life (brachiation); ground travel exposes them to predators and vehicle collisions.
โIsolation in small forest pockets (e.g., Hoollongapar Gibbon Sanctuary with 3,000โ5,000 individuals) triggers severe inbreeding and genetic bottlenecks.
โ๐ ๐ถ๐๐ถ๐ด๐ฎ๐๐ถ๐ผ๐ป ๐ ๐ฒ๐ฎ๐๐๐ฟ๐ฒ๐:
โCanopy Infrastructure: Installation of braided rope bridges, gantry systems, and natural tree-corridor plantings across rail and road cuts (e.g., Melghat Tiger Reserve, Srivilliputhur Sanctuary).
โGlobal Benchmarks:
Wildlife overpasses like the 1 km-long animal overpass in the Netherlands.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ:
โIntegrate mandatory arboreal ecoducts and canopy bridging into Environmental Impact Assessments (EIA) for all linear infrastructure traversing forest corridors.
๐5โค4
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โค3๐2
Which Indian institution utilizes the AKRUTI programme to transfer spin-off technologies for rural social enterprises?
Anonymous Quiz
23%
DRDO
20%
ISRO
16%
DAE
42%
CSIR
๐ฅ2๐1
Sleepy Classes IAS
Which Indian institution utilizes the AKRUTI programme to transfer spin-off technologies for rural social enterprises?
Lab to Market
โ๐๐ป๐๐๐ถ๐๐๐๐ถ๐ผ๐ป๐ฎ๐น ๐๐ฟ๐ถ๐๐ฒ๐ฟ๐ ("๐ฃ๐ฎ๐ป๐ฐ๐ต๐ฎ ๐ ๐ฎ๐ต๐ฎ๐ฏ๐ต๐๐๐ฎ"):
DRDO (Defense): iDEX and the Technology Development Fund (TDF) provide seed funding, testing facilities (e.g., DTTC Lucknow), and R&D support for startups.
โISRO (Space):
RESPOND programme and Space Technology Incubation Centres (S-TIC) foster space entrepreneurship.
โDAE (Atomic Energy):
AKRUTI and AIC ANUSHAKTI transfer spin-off technologies for rural social enterprise.
โCSIR/DSIR: CRTDH links MSMEs with experts for affordable tech manufacturing.
โ๐๐ฒ๐ ๐ง๐ฒ๐ฐ๐ต ๐ ๐ถ๐น๐ฒ๐๐๐ผ๐ป๐ฒ๐:
โIndigenous breakthroughs including ABHED bulletproof jackets, Skyroot's Vikram-I rockets, 3D quantum diamond microscopes, and 6G test beds.
โEstablishing India's first IBM quantum computer in Amaravati and workforce skilling via programs like ISWDP and PARAM Shavak.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ:
โScale challenge-mode initiatives (iDEX, GRSE schemes) and align regional incubators to meet Zero Defect Zero Effect (ZED) standards and build self-reliant global value chains.
โ๐๐ป๐๐๐ถ๐๐๐๐ถ๐ผ๐ป๐ฎ๐น ๐๐ฟ๐ถ๐๐ฒ๐ฟ๐ ("๐ฃ๐ฎ๐ป๐ฐ๐ต๐ฎ ๐ ๐ฎ๐ต๐ฎ๐ฏ๐ต๐๐๐ฎ"):
DRDO (Defense): iDEX and the Technology Development Fund (TDF) provide seed funding, testing facilities (e.g., DTTC Lucknow), and R&D support for startups.
โISRO (Space):
RESPOND programme and Space Technology Incubation Centres (S-TIC) foster space entrepreneurship.
โDAE (Atomic Energy):
AKRUTI and AIC ANUSHAKTI transfer spin-off technologies for rural social enterprise.
โCSIR/DSIR: CRTDH links MSMEs with experts for affordable tech manufacturing.
โ๐๐ฒ๐ ๐ง๐ฒ๐ฐ๐ต ๐ ๐ถ๐น๐ฒ๐๐๐ผ๐ป๐ฒ๐:
โIndigenous breakthroughs including ABHED bulletproof jackets, Skyroot's Vikram-I rockets, 3D quantum diamond microscopes, and 6G test beds.
โEstablishing India's first IBM quantum computer in Amaravati and workforce skilling via programs like ISWDP and PARAM Shavak.
โ๐ช๐ฎ๐ ๐๐ผ๐ฟ๐๐ฎ๐ฟ๐ฑ:
โScale challenge-mode initiatives (iDEX, GRSE schemes) and align regional incubators to meet Zero Defect Zero Effect (ZED) standards and build self-reliant global value chains.
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