Notice to UPSC over Prelims 2026
So, Central Administrative Tribunal (CAT) has been approached by UPSC Prelims 2026 aspirants
They have asked the tribunal to direct UPSC to examine their objections and correct the provisional answer key if the disputed answers are found to be wrong
They have sought appropriate relief regarding questions that they claim contain factual errors or lack a valid answer option
The petition does not seek to reopen the entire examination
The challenge is limited to the eight questions identified by the candidates
Mains 2026 is not impacted though
as the next hearing is in October
Credit Gaurav sir
So, Central Administrative Tribunal (CAT) has been approached by UPSC Prelims 2026 aspirants
They have asked the tribunal to direct UPSC to examine their objections and correct the provisional answer key if the disputed answers are found to be wrong
They have sought appropriate relief regarding questions that they claim contain factual errors or lack a valid answer option
The petition does not seek to reopen the entire examination
The challenge is limited to the eight questions identified by the candidates
Mains 2026 is not impacted though
as the next hearing is in October
Credit Gaurav sir
π7β€3
#Goodmorning
β³2 days left CSM26 [ 21-08-26]
β³277 days left CSP27 [ 23-05-27]
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β³88 day left KAS prelims 15 Nov
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#Target
#TargetOnlyone
#Accountability
https://t.me/anmolvachan1
β³2 days left CSM26 [ 21-08-26]
β³277 days left CSP27 [ 23-05-27]
β³366 days left CSM27 [ 20-08-27]
β³109 days left UPPSC/RAS prelims 6 December
β³88 day left KAS prelims 15 Nov
β³67 day left 72nd BPSC Prelims 25 oct
β³26 Day left CDS/NDA 2 13 Sept
β³20 day left Mppsc mains 7 September
#Target
#TargetOnlyone
#Accountability
https://t.me/anmolvachan1
β€1
π CURRENT AFFAIRS β 18 AUGUST 2026 | TUESDAY
π POLITY & GOVERNANCE
π Har Ghar Jal β 2026
β Over 2 lakh villages certified as βHar Ghar Jalβ under the Jal Jeevan Mission (JJM), launched in 2019
β Rural tap-water coverage increased from 3.23 crore (16.7%) households to 15.91 crore (82.24%)
β 12.68 crore new rural households provided tap-water connections
β Focus: improving access to safe drinking water in rural India
π INTERNATIONAL RELATIONS
π Strait of Hormuz Shipping Route Agreement
β Iran and Oman reached an understanding on shipping routes through the Strait of Hormuz
β A joint statement is under discussion; the agreement is not yet finalised
β Iran linked reopening to the US ending blockade, threats and breaches
β Objective: ensure safe passage and protection of sovereignty, with inputs from defence, security and environmental authorities
π ECONOMY
π Trading of Major Minerals on Exchange β 2026
β Government plans exchange-based trading of iron ore, bauxite, limestone and manganese from the next financial year
β Indian Bureau of Mines (IBM) will act as nodal regulator
β Electronic platform to enable quality verification, market surveillance, transparency and price discovery
β Separate coal exchange to be regulated by the Coal Controller Organisation
β 4 Critical Mineral Parks planned in Andhra Pradesh, Odisha, Gujarat and Maharashtra
β Focus includes lithium and nickel under the National Critical Mineral Mission
π ENVIRONMENT
π Rewilded Blackbucks in Gujaratβs Banni
β 20 blackbucks β 5 males and 15 females β rewilded in Banni Grasslands, Kutch, on Indiaβs 80th Independence Day
β Initiative by Gujarat Forest Department with technical support from Vantara (GZRRC)
β Aim: restore native grassland ecology and strengthen herbivore communities, predatorβprey balance and grassland resilience
β Government approved translocation of 500 blackbucks and 100 chinkara across Gujarat
π SCIENCE & TECHNOLOGY
π Cernavoda Nuclear Reactor Shutdown β Romania
β Romania shut down its second reactor at the Cernavoda Nuclear Power Plant
β Cause: record-low Danube water levels caused by severe drought
β Plant normally supplies around 20% of Romaniaβs electricity
β Government plans to maintain supply through alternative sources and imports
π GARUD Indigenous Binoculars
β India Optel Ltd launched indigenous GARUD high-resolution binoculars for the civilian market
β Magnification: 8Γ
β Field of view: 7.6Β°
β Diopter adjustment: Β±5
β All-weather design
β Applications: birdwatching, wildlife, forestry, marine activities, travel, sports and security
β Reflects Aatmanirbhar Bharat through civilian availability of defence-grade optical technology
π Indiaβs First Virtual Zoo
β Indiaβs first virtual zoo inaugurated at Indore Zoo, Madhya Pradesh
β Features 14-D cinema and virtual jungle safari
β Implemented under a Public-Private Partnership (PPP) model
β Aim: technology-enabled wildlife education and nature learning for children and visitors
π Indiaβs First Fully Commercial Earth Observation Satellite Constellation
β IN-SPACe approved a PPP project led by the Allied Orbits consortium
β Consortium includes Allied Orbits, Pixxel, Dhruva Space, PierSight and SatSure
β Planned investment: βΉ1,200 crore
β Target: 12 satellites by 2029
β Constellation: 5 ultra-high-resolution optical + 3 multispectral + 2 hyperspectral + 2 X-band SAR satellites
β Intended to establish Indiaβs first fully commercial Earth-observation satellite constellation
π MISCELLANEOUS
π Vande Mataram at Red Fort β 2026
β For the first time, Vande Mataram was rendered during the 80th Independence Day celebrations at the Red Fort
β Army band played the tune and guests joined in singing
β IAF helicopters showered flower petals along with the national flag
β Written by Bankim Chandra Chatterjee in 1875
β Adopted as Indiaβs National Song in 1950
β 2026 marks the 150-year commemoration of Vande Mataram
π VIHAAN β First-Pass Silicon Success
β Aheesa Digital Innovations, backed by the Design Linked Incentive (DLI) scheme, achieved a major indigenous broadband-chip milestone
β VIHAAN is a networking System-on-Chip (SoC) designed for fibre broadband
β Uses the indigenous VEGA microprocessor
β SoC taped out on Republic Day and validated on Independence Day 2026
β Tape-out: completion of the final design phase of an integrated circuit before fabrication
β Part of Indiaβs Semicon 2.0 mission
#CurrentAffairs
π POLITY & GOVERNANCE
π Har Ghar Jal β 2026
β Over 2 lakh villages certified as βHar Ghar Jalβ under the Jal Jeevan Mission (JJM), launched in 2019
β Rural tap-water coverage increased from 3.23 crore (16.7%) households to 15.91 crore (82.24%)
β 12.68 crore new rural households provided tap-water connections
β Focus: improving access to safe drinking water in rural India
π INTERNATIONAL RELATIONS
π Strait of Hormuz Shipping Route Agreement
β Iran and Oman reached an understanding on shipping routes through the Strait of Hormuz
β A joint statement is under discussion; the agreement is not yet finalised
β Iran linked reopening to the US ending blockade, threats and breaches
β Objective: ensure safe passage and protection of sovereignty, with inputs from defence, security and environmental authorities
π ECONOMY
π Trading of Major Minerals on Exchange β 2026
β Government plans exchange-based trading of iron ore, bauxite, limestone and manganese from the next financial year
β Indian Bureau of Mines (IBM) will act as nodal regulator
β Electronic platform to enable quality verification, market surveillance, transparency and price discovery
β Separate coal exchange to be regulated by the Coal Controller Organisation
β 4 Critical Mineral Parks planned in Andhra Pradesh, Odisha, Gujarat and Maharashtra
β Focus includes lithium and nickel under the National Critical Mineral Mission
π ENVIRONMENT
π Rewilded Blackbucks in Gujaratβs Banni
β 20 blackbucks β 5 males and 15 females β rewilded in Banni Grasslands, Kutch, on Indiaβs 80th Independence Day
β Initiative by Gujarat Forest Department with technical support from Vantara (GZRRC)
β Aim: restore native grassland ecology and strengthen herbivore communities, predatorβprey balance and grassland resilience
β Government approved translocation of 500 blackbucks and 100 chinkara across Gujarat
π SCIENCE & TECHNOLOGY
π Cernavoda Nuclear Reactor Shutdown β Romania
β Romania shut down its second reactor at the Cernavoda Nuclear Power Plant
β Cause: record-low Danube water levels caused by severe drought
β Plant normally supplies around 20% of Romaniaβs electricity
β Government plans to maintain supply through alternative sources and imports
π GARUD Indigenous Binoculars
β India Optel Ltd launched indigenous GARUD high-resolution binoculars for the civilian market
β Magnification: 8Γ
β Field of view: 7.6Β°
β Diopter adjustment: Β±5
β All-weather design
β Applications: birdwatching, wildlife, forestry, marine activities, travel, sports and security
β Reflects Aatmanirbhar Bharat through civilian availability of defence-grade optical technology
π Indiaβs First Virtual Zoo
β Indiaβs first virtual zoo inaugurated at Indore Zoo, Madhya Pradesh
β Features 14-D cinema and virtual jungle safari
β Implemented under a Public-Private Partnership (PPP) model
β Aim: technology-enabled wildlife education and nature learning for children and visitors
π Indiaβs First Fully Commercial Earth Observation Satellite Constellation
β IN-SPACe approved a PPP project led by the Allied Orbits consortium
β Consortium includes Allied Orbits, Pixxel, Dhruva Space, PierSight and SatSure
β Planned investment: βΉ1,200 crore
β Target: 12 satellites by 2029
β Constellation: 5 ultra-high-resolution optical + 3 multispectral + 2 hyperspectral + 2 X-band SAR satellites
β Intended to establish Indiaβs first fully commercial Earth-observation satellite constellation
π MISCELLANEOUS
π Vande Mataram at Red Fort β 2026
β For the first time, Vande Mataram was rendered during the 80th Independence Day celebrations at the Red Fort
β Army band played the tune and guests joined in singing
β IAF helicopters showered flower petals along with the national flag
β Written by Bankim Chandra Chatterjee in 1875
β Adopted as Indiaβs National Song in 1950
β 2026 marks the 150-year commemoration of Vande Mataram
π VIHAAN β First-Pass Silicon Success
β Aheesa Digital Innovations, backed by the Design Linked Incentive (DLI) scheme, achieved a major indigenous broadband-chip milestone
β VIHAAN is a networking System-on-Chip (SoC) designed for fibre broadband
β Uses the indigenous VEGA microprocessor
β SoC taped out on Republic Day and validated on Independence Day 2026
β Tape-out: completion of the final design phase of an integrated circuit before fabrication
β Part of Indiaβs Semicon 2.0 mission
#CurrentAffairs
β€7
UPSC EPFO APFC Form 2026
β Application Start From : 22/08/2026
β Total Post : 80 Posts
Join https://t.me/upsc_epfo_26
β Application Start From : 22/08/2026
β Total Post : 80 Posts
Join https://t.me/upsc_epfo_26
π₯5β€4π2
π Indiaβs First Grassland Guide: Reclaiming Open Natural Ecosystems
π Why in News?
β India launched its first Guide to Grasslands and Other Open Natural Ecosystems of India at UNCCD COP17, Ulaanbaatar, Mongolia.
β The guide seeks to move away from the traditional classification of grasslands and other open ecosystems as βwastelandsβ and recognise their ecological, economic and livelihood value.
π Guide at a Glance
β Released: 17 August 2026, UNCCD COP17
β Nodal Ministry: Ministry of Environment, Forest & Climate Change
β Produced by: ATREE, IUCN, ICFRE, SAC-ISRO & CoE-SLM
β Covers Himalayan grasslands, Terai, Thar, Deccan savannas, Banni grasslands, rocky plateaus, ravines, scrublands, coastal systems and deserts.
β Focus areas include pastoralism, fire ecology and carbon sequestration.
β Linked with Indiaβs Land Degradation Neutrality (LDN) commitments under UNCCD.
π Why Grasslands Matter?
π± Biodiversity
β Habitat of species such as Great Indian Bustard, Indian Wolf, Blackbuck, Chinkara and Lesser Florican.
β Many specialist species depend specifically on open ecosystems and cannot simply be replaced by forests.
π Carbon Storage
β Grassland soils can store substantial amounts of below-ground carbon.
β Conversion to agriculture, plantations or infrastructure can release this stored carbon.
π Livelihoods
β Support pastoral communities dependent on seasonal grazing.
β Traditional systems such as Oran (sacred community commons) and Gauchar (village grazing land) have helped sustain grasslands.
π₯ Fire Ecology
β The guide distinguishes ecologically managed/controlled burning from destructive wildfires and recognises fire as a potential grassland-management tool.
π Major Policy Concern
β οΈ Many grasslands continue to be recorded as βwastelandsβ, facilitating their diversion for infrastructure, plantations and other land uses.
β οΈ Tree-centric conservation can also lead to inappropriate afforestation of naturally treeless ecosystems.
π Key Conservation Challenges
β Legal protection gap: Grasslands lack a dedicated comprehensive conservation framework.
β Afforestation conflict: Planting trees on natural grasslands can damage species adapted to open habitats.
β Renewable-energy conflict: Solar infrastructure can overlap with important Great Indian Bustard habitats.
β Pastoral rights: Existing legal frameworks provide weaker tenure recognition for many grassland-dependent pastoral communities.
β Implementation gap: The guide is primarily a policy and knowledge framework; effective conservation requires implementation and institutional protection.
π India & UNCCD
β UNCCD: United Nations Convention to Combat Desertification.
β Adopted in 1994; entered into force in 1996.
β One of the three Rio Conventions, alongside UNFCCC and CBD.
β India has committed to achieving Land Degradation Neutrality by 2030 and restoring 26 million hectares of degraded land.
#Environment
π Why in News?
β India launched its first Guide to Grasslands and Other Open Natural Ecosystems of India at UNCCD COP17, Ulaanbaatar, Mongolia.
β The guide seeks to move away from the traditional classification of grasslands and other open ecosystems as βwastelandsβ and recognise their ecological, economic and livelihood value.
π Guide at a Glance
β Released: 17 August 2026, UNCCD COP17
β Nodal Ministry: Ministry of Environment, Forest & Climate Change
β Produced by: ATREE, IUCN, ICFRE, SAC-ISRO & CoE-SLM
β Covers Himalayan grasslands, Terai, Thar, Deccan savannas, Banni grasslands, rocky plateaus, ravines, scrublands, coastal systems and deserts.
β Focus areas include pastoralism, fire ecology and carbon sequestration.
β Linked with Indiaβs Land Degradation Neutrality (LDN) commitments under UNCCD.
π Why Grasslands Matter?
π± Biodiversity
β Habitat of species such as Great Indian Bustard, Indian Wolf, Blackbuck, Chinkara and Lesser Florican.
β Many specialist species depend specifically on open ecosystems and cannot simply be replaced by forests.
π Carbon Storage
β Grassland soils can store substantial amounts of below-ground carbon.
β Conversion to agriculture, plantations or infrastructure can release this stored carbon.
π Livelihoods
β Support pastoral communities dependent on seasonal grazing.
β Traditional systems such as Oran (sacred community commons) and Gauchar (village grazing land) have helped sustain grasslands.
π₯ Fire Ecology
β The guide distinguishes ecologically managed/controlled burning from destructive wildfires and recognises fire as a potential grassland-management tool.
π Major Policy Concern
β οΈ Many grasslands continue to be recorded as βwastelandsβ, facilitating their diversion for infrastructure, plantations and other land uses.
β οΈ Tree-centric conservation can also lead to inappropriate afforestation of naturally treeless ecosystems.
π Key Conservation Challenges
β Legal protection gap: Grasslands lack a dedicated comprehensive conservation framework.
β Afforestation conflict: Planting trees on natural grasslands can damage species adapted to open habitats.
β Renewable-energy conflict: Solar infrastructure can overlap with important Great Indian Bustard habitats.
β Pastoral rights: Existing legal frameworks provide weaker tenure recognition for many grassland-dependent pastoral communities.
β Implementation gap: The guide is primarily a policy and knowledge framework; effective conservation requires implementation and institutional protection.
π India & UNCCD
β UNCCD: United Nations Convention to Combat Desertification.
β Adopted in 1994; entered into force in 1996.
β One of the three Rio Conventions, alongside UNFCCC and CBD.
β India has committed to achieving Land Degradation Neutrality by 2030 and restoring 26 million hectares of degraded land.
#Environment
β€6π1
UPPSC & SPSC Prelims Accelerator Program
β βDaily 9 PM Bot Quiz: Practice 30+ targeted MCQs every day
β βComprehensive Coverage: Master State PSC PYQs
β one Page shorts Notes
β Explanation summary
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β β24/7 Revision: Missed the quiz? MCQs are available anytime for seamless revision.
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β Short notes topic wise Click here
β Daily Quiz summary with themes wise arrangedCLICK HERE
β βDaily 9 PM Bot Quiz: Practice 30+ targeted MCQs every day
β βComprehensive Coverage: Master State PSC PYQs
β one Page shorts Notes
β Explanation summary
β βStructured Preparation: Full syllabus schedule included to keep you on track.
β β24/7 Revision: Missed the quiz? MCQs are available anytime for seamless revision.
β βMassive Question Bank: Gain access to a total of 4000+ MCQs.
βSpecial Offer Fee: Only βΉ699
β οΈ LIMITED SEATS AVAILABLE β Secure Your Spot Today!
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β Short notes topic wise Click here
β Daily Quiz summary with themes wise arrangedCLICK HERE
π Vaishya Tekri Mound
π Why in News?
β Madhya Pradesh has begun preparations for the excavation and restoration of Vaishya Tekri, nearly 90 years after its earlier excavation.
π About Vaishya Tekri
β Location: Ujjain, Madhya Pradesh.
β Nature: Massive Mauryan-period Buddhist stupa mound.
β Historical Association: Traditionally linked with Emperor Ashoka, who is believed to have built a stupa here during his viceroyalty of Ujjain.
β Naming: Traditionally associated with Devi, Ashokaβs wife, who is believed to have belonged to the Vaishya community.
π Buddhist Connections
β The site has been associated with Kanakgiri Vihara mentioned in ancient Buddhist literature.
β It has also been linked with a large stupa described by Chinese traveller Hiuen Tsang.
β However, these identifications remain inconclusive.
π Key Features
β Massive Structure: Estimated at around 350 feet in diameter and at least 100 feet high, making it substantially larger than the Sanchi Stupa.
β Construction: Core made of compacted local blackish murum, with large bricks forming the outer facing.
β Engineering: Bowl-shaped masonry at the base helped support the superstructure and resist pressure.
β Moat: A rectangular depression surrounded the stupa, with evidence of a worshippersβ passage on the western side.
π Earlier Excavation
β First excavated in 1938β39 by the Archaeological Department of the erstwhile Gwalior State.
β Excavation established that the mound was not natural, but represented the remains of a Buddhist stupa.
π UPSC Prelims Facts
β Vaishya Tekri β Ujjain, Madhya Pradesh
β Period β Mauryan
β Association β Ashoka & Buddhism
β First excavation β 1938β39
β Size β ~350 ft diameter, 100+ ft height
β Sanchi Stupa β Smaller than Vaishya Tekri (as per the reported estimates)
#history #prelims #mains
Join https://t.me/CSE_EXAM https://t.me/Upsc_4_history
π Why in News?
β Madhya Pradesh has begun preparations for the excavation and restoration of Vaishya Tekri, nearly 90 years after its earlier excavation.
π About Vaishya Tekri
β Location: Ujjain, Madhya Pradesh.
β Nature: Massive Mauryan-period Buddhist stupa mound.
β Historical Association: Traditionally linked with Emperor Ashoka, who is believed to have built a stupa here during his viceroyalty of Ujjain.
β Naming: Traditionally associated with Devi, Ashokaβs wife, who is believed to have belonged to the Vaishya community.
π Buddhist Connections
β The site has been associated with Kanakgiri Vihara mentioned in ancient Buddhist literature.
β It has also been linked with a large stupa described by Chinese traveller Hiuen Tsang.
β However, these identifications remain inconclusive.
π Key Features
β Massive Structure: Estimated at around 350 feet in diameter and at least 100 feet high, making it substantially larger than the Sanchi Stupa.
β Construction: Core made of compacted local blackish murum, with large bricks forming the outer facing.
β Engineering: Bowl-shaped masonry at the base helped support the superstructure and resist pressure.
β Moat: A rectangular depression surrounded the stupa, with evidence of a worshippersβ passage on the western side.
π Earlier Excavation
β First excavated in 1938β39 by the Archaeological Department of the erstwhile Gwalior State.
β Excavation established that the mound was not natural, but represented the remains of a Buddhist stupa.
π UPSC Prelims Facts
β Vaishya Tekri β Ujjain, Madhya Pradesh
β Period β Mauryan
β Association β Ashoka & Buddhism
β First excavation β 1938β39
β Size β ~350 ft diameter, 100+ ft height
β Sanchi Stupa β Smaller than Vaishya Tekri (as per the reported estimates)
#history #prelims #mains
Join https://t.me/CSE_EXAM https://t.me/Upsc_4_history
Most popular krishna Arjun Conversations series again restart
Conversations for Inner Peace: Dealing with Uncertainty
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Conversations for Inner Peace: Dealing with Uncertainty
https://www.instagram.com/p/DcOhegiDVwE/
β€1
#Goodmorning
β³ Tomorrow CSM26 [ 21-08-26]
β³276 days left CSP27 [ 23-05-27]
β³365 days left CSM27 [ 20-08-27]
β³108 days left UPPSC/RAS prelims 6 December
β³87 day left KAS prelims 15 Nov
β³66 day left 72nd BPSC Prelims 25 oct
β³26 Day left CDS/NDA 2 13 Sept
β³19 day left Mppsc mains 7 September
#Target
#TargetOnlyone
#Accountability
https://t.me/anmolvachan1
β³ Tomorrow CSM26 [ 21-08-26]
β³276 days left CSP27 [ 23-05-27]
β³365 days left CSM27 [ 20-08-27]
β³108 days left UPPSC/RAS prelims 6 December
β³87 day left KAS prelims 15 Nov
β³66 day left 72nd BPSC Prelims 25 oct
β³26 Day left CDS/NDA 2 13 Sept
β³19 day left Mppsc mains 7 September
#Target
#TargetOnlyone
#Accountability
https://t.me/anmolvachan1
β€3π₯1
π SraVaani β Multilingual Speech Recognition Model for Indian Languages
π Why in News?
β Researchers at IISc, in collaboration with ARTPARK and with support from Google, have released SraVaani, a multilingual speech recognition model designed for Indiaβs linguistic diversity.
π About SraVaani
β Developer: SPIRE Lab, Indian Institute of Science (IISc), with ARTPARK.
β Supported by: Google.
β Based on:Project Vaani, an IISc initiative focused on documenting and understanding Indiaβs linguistic diversity.
β Architecture: Uses a FastConformer-based automatic speech recognition architecture.
π Language Coverage
β Covers 20 Scheduled Languages and 45 regional languages and dialects.
β Includes low-resource languages such as Garo, Angika, Chakma, Kokborok, Tulu, Bundeli and Bajjika.
β Provides coverage across Northeast, Eastern, Western, Northern, Southern and Central India, along with English and Sanskrit.
π Performance & Accessibility
β Evaluated on 8 public benchmark datasets and achieved the lowest average Word Error Rate (WER) among evaluated systems.
β For Garo, it recorded a 9.5% WER, compared with 69.4% for the next-best system.
β Freely available on Hugging Face under an MIT licence, along with a demo and fine-tuning code.
π Significance
β Digital Inclusion: Enables speech-based access to technology for speakers of regional and low-resource languages.
β AI for Indian Languages: Supports regional-language speech-to-text, language detection and dialect recognition.
β Sovereign AI: Strengthens Indiaβs indigenous multilingual AI capabilities.
β Knowledge Preservation: Can contribute to documentation and technological support for linguistically underrepresented communities.
π UPSC Prelims Facts
β SraVaani β Multilingual Indian speech recognition model.
β IISc + ARTPARK β Developers.
β Google β Development support.
β Architecture β FastConformer.
β Coverage β 20 Scheduled + 45 regional languages/dialects.
β Project Vaani β Linguistic diversity of India.
#goverment_schemes
Join https://t.me/PIB_UPSC
https://t.me/upsc_government_scheme
π Why in News?
β Researchers at IISc, in collaboration with ARTPARK and with support from Google, have released SraVaani, a multilingual speech recognition model designed for Indiaβs linguistic diversity.
π About SraVaani
β Developer: SPIRE Lab, Indian Institute of Science (IISc), with ARTPARK.
β Supported by: Google.
β Based on:Project Vaani, an IISc initiative focused on documenting and understanding Indiaβs linguistic diversity.
β Architecture: Uses a FastConformer-based automatic speech recognition architecture.
π Language Coverage
β Covers 20 Scheduled Languages and 45 regional languages and dialects.
β Includes low-resource languages such as Garo, Angika, Chakma, Kokborok, Tulu, Bundeli and Bajjika.
β Provides coverage across Northeast, Eastern, Western, Northern, Southern and Central India, along with English and Sanskrit.
π Performance & Accessibility
β Evaluated on 8 public benchmark datasets and achieved the lowest average Word Error Rate (WER) among evaluated systems.
β For Garo, it recorded a 9.5% WER, compared with 69.4% for the next-best system.
β Freely available on Hugging Face under an MIT licence, along with a demo and fine-tuning code.
π Significance
β Digital Inclusion: Enables speech-based access to technology for speakers of regional and low-resource languages.
β AI for Indian Languages: Supports regional-language speech-to-text, language detection and dialect recognition.
β Sovereign AI: Strengthens Indiaβs indigenous multilingual AI capabilities.
β Knowledge Preservation: Can contribute to documentation and technological support for linguistically underrepresented communities.
π UPSC Prelims Facts
β SraVaani β Multilingual Indian speech recognition model.
β IISc + ARTPARK β Developers.
β Google β Development support.
β Architecture β FastConformer.
β Coverage β 20 Scheduled + 45 regional languages/dialects.
β Project Vaani β Linguistic diversity of India.
#goverment_schemes
Join https://t.me/PIB_UPSC
https://t.me/upsc_government_scheme
β€4