Dear CEO ( Coaching Class )

 Dear CEO ( Coaching Class ) :

 
YOU KNOW too well the huge publicity YOUR coaching class can get if, out of the

TOP HUNDRED scorers in forthcoming NEET re-exam, TOP TEN are your students

Absolutely mind-boggling !

What you DO NOT KNOW is a simple method to “ make this happen “

Here it is :

Your students who appeared in NEET exam on 05th May , must now appear once

again on 21st June

But this re-exam will be very different and they must be “ coached “ for that NEW

FORMAT

I just launched that new format in the shape of > www.ntaNEET.net

It is primarily meant for “ Exam Paper Setters / Exam Conducting Authority “ for :

>  Getting AI to generate a randomized 180 MCQ paper – WITHOUT HUMAN

INTERVENTION – and ensuring that these reach in Exam Halls without getting

leaked

But , to SOLVE such AI generated paper, your students could practice ( FREE and

no login ) at :

https://lnkd.in/dfQyTX6B ( our sister portal )

 
After they have practiced a hundred times ( before 21 June 2026 ) , they would

have fully mastered AI based CBT ( with dual encryption )

 
In all probability, expect Shri Abhishek Singhji ( DG – NTA ) to use

> www.ntaNEET.net < to generate a LEAK-PROOF paper , for that re-exam on

21st June !

 
If you have any doubts re my claim , then before talking to your students, please

visit www.ntaNEET.net , yourself !

I would love to hear from you re : any improvements you may want us to make

 
With regards,
 
Hemen Parekh

www.HemenParekh.in / www.IndiaAGI.ai / www.My-Teacher.in / www.HemenParekh.ai
www.YourContentCreator.in / www.3pConsultants.co.in

26 May 2026

hcp@RecruitGuru.com

Congrats, Shri Trigun Kulkarniji

 

Congrats, Shri Trigun Kulkarniji

 

Context :

Board exams go digital: Maha to pilot encrypted paper delivery, on-screen evaluation  .. HT   … 27 May 2026

Extract :

In a major step towards improving the security and transparency of board examinations following several paper leak incidents in recent years, the Maharashtra State Board of Secondary and Higher Secondary Education plans to introduce digital transmission of question papers and on-screen evaluation of answer sheets on a pilot basis during the supplementary examinations scheduled for June and July.

Under the proposed system, question papers will be transmitted directly to examination centres in encrypted digital format instead of being physically transported through the conventional distribution network. Examination centres will download and print the papers using password-protected technology before the exam begins.

The board also plans to introduce on-screen evaluation of answer sheets after the examinations. Answer booklets will be scanned and assessed digitally, using Artificial Intelligence-assisted tools to improve confidentiality, minimise human errors and speed up result processing.

The pilot project comes months after the board experimented with digital transportation of question papers through specially designed digital trunks in Baramati during the February-March board examinations. The upcoming supplementary exams will mark the next phase of this technological transition.

To ensure smooth implementation, examination centres will be equipped with stable internet connectivity, uninterrupted power supply and backup generators.

Board chairman Trigun Kulkarni said, “The pilot project will help assess the feasibility of implementing the system on a larger scale in future board examinations.”

-----------------------------------------------------------------------------------

Dear Shri Kulkarniji :

Congratulations for this path-breaking initiative

As a proud Maharashtrian, I want our State to set an example in the matter of implementing this  “ foundational reform “ in the matter of integrity of our assessment process

Towards this end, I urge you to study , my just launched portal > 

www.ntaNEET.net

And , should you want to test its efficacy, please feel free to conduct  PILOT PROJECTS in a few schools, by asking their Principals to generate some exam papers using > www.ntaNEET.net , and send to you, their feedback

For exams of 9 – 10 – 11 and 12^th Standards { in both modes, Online / Offline ), School Principals can use > www.My-Teacher.in , which generates MCQ Tests and evaluates each question before assigning marks

For any clarifications , feel free to reach me on ( E = hcp@RecruitGuru.com )

With regards,

Hemen Parekh

www.HemenParekh.in / www.My-Teacher.in / www.HemenParekh.ai / www.YourContentCreator.in

www.IndiaAGI.ai / www.3pConsultants.co.in

It May Cost You More Than Rs 10,000 / -

 

 

Hey Friends :

 

For the past 20 days , we have been reading any number of articles / news reports on the:

 “ NEET Paper Leak Episode “

 

Everyone is very agitated / concerned and DEBATING potential solutions :

-  affected students – their parents – journalists – educationists – teachers &

 professors – owners of Coaching Classes – Govt officers from Education Ministry –

 Officers of NTA – Hon Judges of the Supreme Court – Students Unions – State

 Secondary Education Boards officers etc etc  

 

As for me, the anguish led me to launch a solution called >  www.ntaNEET.net , which :

 

>    Has no Human Intervention ( except setting the precise TIME for paper

      creation )

>   Generates a 180 MCQ NEET exam paper , using AI ( random generation )

>   There is no transport of exam papers ( which get printed on a printer located

     INSIDE exam hall )

>   Is dual Encrypted with a “ Time Stamped “ encryption key ( which is useless

     before time )

>   Encrypted exam paper gets e-mailed ( for local printing ) to invigilators of

     5432 exam halls, after  all candidates are already seated and doors are locked 

     

    

I felt so confident about my solution that I thought of offering a PRIZE of Rs

 10,000 / - to anyone who can hack / crack AND leak a paper which he / she

 generates strictly using   > www.ntaNEET.net

 

But , on second thought , I consulted a few AI / LLM , and asked whether someone

 can indeed pull off such a “ Paper Leak Program “ , forcing me to shell out Rs.

 10,000 / -

 

AI / LLM verdict :

>   Yes there is a possibility but statistically , so “ Highly Improbable “ that no one

     will care to even attempt it !

     

 

But then there is every chance that someone will try to hack / crack, not for the

 money but for the prestige associated with such a TECHNOLOGICALLY  DIFFICULT

 FEAT

 

If it is YOU , please do write to me at >  hcp@RecruitGuru.com

 

Regards /  hemen Parekh /  27 May 2026

 

www.HemenParekh.in / www.IndiaAGI.ai / www.YourContentCreator.in / www.My-Teacher.in

 

www.3pConsultants.co.in / www.HemenParekh.ai

CBT and NEET: My View

I read a recent Hindustan Times (HT) interview that claimed Computer Based Testing (CBT) can eliminate "95%" of the vulnerabilities that have plagued NEET. That’s a bold, headline‑friendly number — and as someone who thinks about how systems, people and technology intersect, I want to explore what that claim means in practice.

What the 95% claim gets right

• CBT does remove many classic, paper‑era vulnerabilities: no physical printing, no centralized storage and transport of question papers, and fewer points for physical theft or printing‑stage leaks.
• When implemented well, CBT allows for strong randomization (unique question sets or shuffled options per candidate), time‑stamped digital logs, and more auditable trails than paper OMR sheets.
• CBT also opens the door to rapid forensic analysis: server logs, access records, and cryptographic proofs can show exactly when and how material moved.

Why 95% sounds optimistic

• Digital systems have their own attack surface. Replacing printing‑room leaks with servers and networks doesn’t remove risk — it changes it. Threats include server compromise, insider access at test‑delivery vendors, tampering with client applications, or manipulation of databases.
• Operational complexity introduces new failure modes: misconfigured encryption, supply‑chain attacks on testing software, or outsourced proctoring teams with weak controls.
• Equity and access aren’t vulnerabilities to be eliminated by security alone. If CBT rollout ignores the realities of device access, bandwidth, local testing centers and candidate familiarity, it trades one set of problems for another.

The practical shape of real improvement

If the goal is to substantially reduce vulnerabilities, not to claim a perfect fix, then a combination of the following measures matters:

• End‑to‑end design: generate encrypted question bundles, deliver them only inside secured, auditable test clients, and ensure keys are never exposed on public networks.
• Air‑gapped or controlled delivery at centres: avoid sending live questions over open internet at the last mile wherever possible; consider secure hardware tokens for decryption at the centre.
• Deep randomization: build large, vetted item banks and assemble per‑candidate papers so that even leaked items have minimal value.
• Independent monitoring and audit: third‑party monitors, continuous real‑time logging, immutable audit trails, and post‑exam forensic teams.
• Human checks: biometric authentication, on‑site proctors, CCTV with tamper‑proof storage and routine cross‑checks of anomalous patterns.
• Training and mock runs: students, administrators and vendors must practice the CBT experience so glitches become predictable and solvable.

I have advocated practical readiness for a CBT shift before — especially the need to make students comfortable with online tests and mock environments so transition friction is low How to Beat NEET‑UG – 2025.

Unintended consequences we must watch for

• A false sense of invulnerability: overreliance on technology can blunt oversight; regular audits and red‑team testing are essential.
• Vendor concentration risks: if a single vendor runs exam infrastructure for millions, their single point of failure becomes systemic risk.
• Accessibility gaps: rural candidates, those with disabilities, and low‑income students will need reliable centers and accommodations — otherwise the reform will widen inequality.

My practical recommendation (a short checklist)

• Accept that CBT can remove many paper‑era vulnerabilities, but not magically '95%' unless paired with protocol, audits and equity measures.
• Build layered security: cryptography + center controls + human oversight + independent audits.
• Run large public mock CBT programs (free and widely accessible) so students and administrators don’t learn under pressure.
• Publish post‑exam forensic summaries (redacted as needed) to build public confidence and to show what worked and what didn’t.

A final thought

Technology gives us powerful tools — but not a magic wand. Moving NEET to CBT is a necessary modernization that can dramatically reduce certain classes of risk. Yet security is socio‑technical: it requires clear protocols, capable institutions, trained people and transparent accountability. If we treat CBT as one element in a broader reform — not the entire solution — we will make far more durable progress.

---

Regards,
Hemen Parekh

---

Any questions / doubts / clarifications regarding this blog? Just ask (by typing or talking) my Virtual Avatar on the website embedded below. Then "Share" that to your friend on WhatsApp.

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Hello Candidates :

• For UPSC – IAS – IPS – IFS etc., exams, you must prepare to answer, essay type questions which test your General Knowledge / Sensitivity of current events
• If you have read this blog carefully , you should be able to answer the following question:

"What are the main advantages and limitations of moving a large high‑stakes exam like NEET from pen‑and‑paper to CBT?"

• Need help ? No problem . Following are two AI AGENTS where we have PRE-LOADED this question in their respective Question Boxes . All that you have to do is just click SUBMIT
  1. www.HemenParekh.ai { a SLM , powered by my own Digital Content of more than 50,000 + documents, written by me over past 60 years of my professional career }
  2. www.IndiaAGI.ai { a consortium of 3 LLMs which debate and deliver a CONSENSUS answer – and each gives its own answer as well ! }
• It is up to you to decide which answer is more comprehensive / nuanced ( For sheer amazement, click both SUBMIT buttons quickly, one after another ) Then share any answer with yourself / your friends ( using WhatsApp / Email ). Nothing stops you from submitting ( just copy / paste from your resource ), all those questions from last year’s UPSC exam paper as well !
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Lesson Not Learnt

Lesson not learnt: SC notice to Centre, NTA

Introduction

I have watched the familiar pattern repeat itself: a serious lapse in a high-stakes exam, a flurry of headlines, official assurances, and now a fresh notice from the Supreme Court to the Centre and the National Testing Agency (NTA). My immediate reaction is less surprise and more a weary frustration — not because institutions are being questioned, but because the same structural weaknesses keep resurfacing despite earlier warnings and conversations.

Background

Recent events around the leakage and security problems in national entrance examinations have once again put the NTA under a microscope. Media coverage and my earlier reflections noted that a breach of this scale damages not just processes but public trust in meritocratic selection itself. For context, the episode that triggered the latest scrutiny was widely reported and analysed in the press, and it has led to formal action from the judiciary demanding explanations from both the Centre and the testing agency NEET-UG leak brings NTA under government's close watch.

I have previously written about the fragility of systems meant to administer exams at scale and the need for continuous vigilance and transparency; these are not new prescriptions, only increasingly urgent ones NTA under close Watch.

Roles and Responsibilities

• Supreme Court: The Court's notice is a corrective instrument. It serves to compel accountability and to demand a public accounting of what went wrong and what will be done to prevent repetition.

• Centre (Central government): The government has stewardship over policy, resourcing, and oversight. It must ensure regulatory clarity, mandate independent audits, and allocate resources for secure infrastructure.

• National Testing Agency (NTA): The NTA is the operational actor responsible for exam design, administration, and integrity. It must build robust technical safeguards, enforce protocols during exam delivery, and transparently report incidents and remedial steps.

Each actor has a distinct role, but the recurring problem is the gap between role definition and outcome. Notices and inquiries are reactive; they point to failures after the fact rather than preventing them.

Implications

The immediate fallout is obvious: candidates who have prepared for years face uncertainty; institutions dependent on admission cycles confront administrative chaos; and public faith in competitive selection erodes. But beyond the immediate, there are deeper consequences:

• Erosion of legitimacy: When large cohorts feel the system is unreliable, their faith in merit-based progression wanes.

• Inequality amplification: Those with resources can often find alternate routes or delay their decisions; vulnerable students suffer disproportionate harm.

• Policy drift: Repeated failures invite piecemeal fixes rather than systemic reform, which leaves the underlying vulnerabilities intact.

• Institutional complacency: A cycle of short-term fixes followed by a return to business-as-usual fosters the belief that remediation is only necessary when exposed by courts or media.

Why the Lesson Has Not Been Learnt

In my view, several factors conspire to prevent durable learning:

• Siloed accountability: Multiple bodies share responsibility, but overlap and unclear authority dilute ownership.

• Cosmetic remediation: Public-relations focused responses reassure stakeholders temporarily but do not invest in long-term process hardening.

• Underinvestment in systems and people: Secure administration at scale needs recurring investment in technology, training, and third-party audits; budgets and incentives rarely reflect that.

• Lack of transparent data: Without open reporting on breaches, investigations, and follow-up actions, citizens cannot judge whether the root cause has been addressed.

Recommendations

If we want this to be the last time a Supreme Court notice becomes necessary to trigger reform, we need a combination of governance, technology, and cultural change.

1. Independent, periodic audits: Mandate annual third-party security and process audits of high-stakes exam systems, with summaries made public.

2. Clear statutory roles and SLAs: Define legal standards and service-level agreements for agencies involved in exam administration to eliminate ambiguity about who must act and when.

3. Incident transparency framework: Create a standard incident-reporting protocol that specifies timelines, data disclosures, and corrective actions to be published for public scrutiny.

4. Investment in secure delivery platforms: Treat exam infrastructure as critical national infrastructure — invest in hardened technical platforms, encrypted question delivery, and tamper-evident logistics.

5. Training and accountability measures: Invest in continuous training for personnel and impose clear personnel accountability where negligence or complicity is found.

6. Independent appeals and oversight body: Consider establishing an independent oversight cell with the mandate to review incidents, recommend sanctions, and monitor implementation of corrective measures.

7. Pilot decentralised approaches with safeguards: Where feasible, explore staggered or decentralised examination windows combined with cryptographic safeguards to limit the impact of leaks.

These are not novel prescriptions; they are practical and repeatedly advocated by practitioners and commentators. The gap is not the absence of ideas but the absence of sustained will and institutional follow-through.

Conclusion

A Supreme Court notice to the Centre and the NTA is an important accountability step — and yet it should not be the primary mechanism that triggers reform. Reforms must be anticipatory, well-resourced, and transparent. I remain concerned that without structural change we will treat this moment as another cycle: outrage, inquiry, assurances, and then back to the old ways. If we genuinely value fairness in education and employment, the cost of prevention should be seen as an investment, not an optional expense.

Institutions can and should learn. My hope is that this notice becomes the pivot point for durable change rather than another chapter in a story of repeated lessons unlearned.

---

Regards,
Hemen Parekh

---

Any questions / doubts / clarifications regarding this blog? Just ask (by typing or talking) my Virtual Avatar on the website embedded below. Then "Share" that to your friend on WhatsApp.

Get correct answer to any question asked by Shri Amitabh Bachchan on Kaun Banega Crorepati, faster than any contestant

Hello Candidates :

• For UPSC – IAS – IPS – IFS etc., exams, you must prepare to answer, essay type questions which test your General Knowledge / Sensitivity of current events
• If you have read this blog carefully , you should be able to answer the following question:

"What systemic reforms are most effective at preventing large-scale exam leaks and restoring public trust in national testing agencies?"

• Need help ? No problem . Following are two AI AGENTS where we have PRE-LOADED this question in their respective Question Boxes . All that you have to do is just click SUBMIT
  1. www.HemenParekh.ai { a SLM , powered by my own Digital Content of more than 50,000 + documents, written by me over past 60 years of my professional career }
  2. www.IndiaAGI.ai { a consortium of 3 LLMs which debate and deliver a CONSENSUS answer – and each gives its own answer as well ! }
• It is up to you to decide which answer is more comprehensive / nuanced ( For sheer amazement, click both SUBMIT buttons quickly, one after another ) Then share any answer with yourself / your friends ( using WhatsApp / Email ). Nothing stops you from submitting ( just copy / paste from your resource ), all those questions from last year’s UPSC exam paper as well !
• May be there are other online resources which too provide you answers to UPSC “ General Knowledge “ questions but only I provide you in 26 languages !

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When House-Help Brings Data Home

Lead

I used to think the hardest privacy questions about smart homes were about convenience—whether your voice assistant could set a timer or dim the lights. Lately the question has become grimmer: what happens when the platforms that arrange house-help also bring cameras, microphones and autonomous devices into private homes? As platforms add physical AI—robots, camera-equipped vacuums, video doorbells and connected appliances—the risk of data spills moves from the cloud and into our living rooms.

Why this matters now

House-help platforms—apps that connect homeowners with cleaners, cooks, babysitters, handymen and other domestic workers—have scaled rapidly. Many now offer or subsidize hardware: smart locks to manage access, connected cameras to verify work, or robot assistants that tidy and monitor. Pairing an on-demand workforce with devices that record audio, video and sensor data creates new vectors for leaks and misuse. The question isn’t hypothetical; it’s the next wave of everyday privacy incidents.

What I mean by “house-help platforms”

• These are online marketplaces that match households with workers for domestic tasks—booking, payments, ratings, and logistics all happen in an app. Examples include global and local services that manage cleaning, repairs and personal care.
• Increasingly these platforms add services (equipment rental, monitoring, remote scheduling) and sometimes supply the physical devices used in a home.

How AI and physical devices are integrating into home-help

• Smart access: Temporary digital keys or smart locks let a worker enter at scheduled times without a physical key. These systems often log timestamps, video captures and device telemetry.
• Video verification: Platforms sometimes use brief clips or images to confirm a job complete. Cameras can be fixed, mobile (robot-mounted), or doorbell based.
• Autonomous helpers: Robot vacuums, mopping robots and “bot assistants” with cameras and object recognition can map interiors, detect people, and record activity to optimize performance.
• Voice and sensor assistants: Smart speakers and ambient sensors can pick up conversations, activity patterns and anomalies—used to coordinate tasks or trigger alerts.

Recent and near-term examples (plausible, close-term developments)

• A platform offers “smart-clean” packages: a connected robot vacuum plus a live video-check feature so homeowners can watch while a cleaner works.
• Companies bundle smart locks and scheduled access with worker insurance, retaining logs of each entry and exit for billing and dispute resolution.
• Rental of camera-equipped service robots to verify eldercare visits or child supervision—data stored for training the robot’s AI.

Detailed data-spill and privacy risks

• Audio and video leakage: Continuous or intermittent recording can accidentally capture private conversations, visitors, or sensitive scenes. Recordings synced to cloud backups increase exposure.
• Behavioral profiling: Aggregated logs (movement, routines, chores timing) let platforms infer habits, schedules, religious practices, health conditions and family composition.
• Voiceprints and biometric leakage: Voice samples and images can be repurposed for authentication bypass, spoofing or identity marketplaces if not protected.
• Cloud syncing and third-party access: Data stored or processed in vendor clouds can be exposed by misconfiguration, legal requests in other jurisdictions, or vendor compromise.
• Device compromise and lateral breaches: A hacked robot or smart lock can become an entry point to home networks, exposing other IoT devices or personal computers.

Real-world consequences for workers and homeowners

• For workers: surveillance can erode privacy and increase precarity. Detailed logs may be used to monitor speed, presence, or perceived performance without consent, affecting ratings and pay. Video evidence can be misinterpreted and shared, leading to harassment or wrongful dismissal.
• For homeowners: leaked footage can expose private moments, facilitate burglary (knowing when homes are empty), or create reputational harm. Sensitive biometric data in hands of vendors or attackers risks identity theft.
• Social trust damage: When monitoring becomes normalized, both homeowner-worker relationships and worker dignity suffer. The domestic sphere—a private, intimate space—becomes surveilled infrastructure.

Regulatory and design solutions

• Privacy-by-design: Devices and platforms should default to minimal sensing, local processing and clear purpose limitation. Features should only collect data strictly necessary for a stated service.
• Edge processing: Analyze audio/video locally on the device; send only metadata or anonymized status to the cloud to reduce raw data transfer.
• Strong access controls and consent: Granular consent for each sensor and each party (homeowner, worker, platform) with time-limited permissions (e.g., single-job keys, ephemeral camera access).
• Worker consent and labor protections: Platforms must include workers in decisions about monitoring, not use surveillance solely for enforcement, and subject monitoring practices to collective bargaining or regulation.
• Audit logs and transparency: Immutable logs (with user access) of who accessed recordings, why, and for how long. Independent audits of data flows and retention policies.
• Data minimization and retention limits: Retain the least data for the shortest necessary period; automatically purge raw audio/video unless there is a dispute and explicit consent.
• Certification and liability: Regulatory certifications for devices and services; clear platform liability for data breaches and misuse.

Practical recommendations

For homeowners:

• Choose services that allow ephemeral access (one-time digital keys) and that explicitly limit camera/audio to job-relevant moments.
• Ask what data the platform stores, where it’s processed, and how long it’s retained. Prefer local-only processing where possible.
• Isolate smart devices on a guest network; disable cloud backups on devices you don’t trust.

For workers:

• Clarify what sensors will be active during a job and demand notice before any recording.
• Ask platforms for access to your own performance logs and for mechanisms to dispute recordings used in ratings or disciplinary actions.
• Organize collective guidelines or requests for fair monitoring practices—monitoring should not substitute for fair pay or safe working conditions.

For policymakers:

• Require consent transparency, short retention periods and purpose-limited data collection for domestic services.
• Mandate that platforms provide human-readable logs and access controls for workers and homeowners.
• Enforce liability for third-party vendors and cross-border data transfers that increase risk.

My view and closing takeaway

Bringing physical AI into homes through house-help platforms solves real convenience problems—but it shifts enormous responsibility onto private spaces. Technology that helps tidy a floor or verify a job can also map our lives and amplify inequality between platforms, workers and homeowners. I have written before about the need for statutory warnings and stronger accountability for data collectors (Only Answer: a Statutory Warning). Today, as devices become embodied helpers, the same precautionary approach matters even more: minimize what we collect, keep processing local, protect workers’ dignity, and hold platforms accountable when data spills into the wrong hands.

The convenience of a cleaner who arrives with a robot should not cost us our private lives.

---

Regards,
Hemen Parekh

---

Any questions / doubts / clarifications regarding this blog? Just ask (by typing or talking) my Virtual Avatar on the website embedded below. Then "Share" that to your friend on WhatsApp.

Get correct answer to any question asked by Shri Amitabh Bachchan on Kaun Banega Crorepati, faster than any contestant

Hello Candidates :

• For UPSC – IAS – IPS – IFS etc., exams, you must prepare to answer, essay type questions which test your General Knowledge / Sensitivity of current events
• If you have read this blog carefully , you should be able to answer the following question:

"What are the most effective technical and policy measures to prevent privacy harms when house-help platforms deploy camera-equipped or AI-enabled devices in private homes?"

• Need help ? No problem . Following are two AI AGENTS where we have PRE-LOADED this question in their respective Question Boxes . All that you have to do is just click SUBMIT
  1. www.HemenParekh.ai { a SLM , powered by my own Digital Content of more than 50,000 + documents, written by me over past 60 years of my professional career }
  2. www.IndiaAGI.ai { a consortium of 3 LLMs which debate and deliver a CONSENSUS answer – and each gives its own answer as well ! }
• It is up to you to decide which answer is more comprehensive / nuanced ( For sheer amazement, click both SUBMIT buttons quickly, one after another ) Then share any answer with yourself / your friends ( using WhatsApp / Email ). Nothing stops you from submitting ( just copy / paste from your resource ), all those questions from last year’s UPSC exam paper as well !
• May be there are other online resources which too provide you answers to UPSC “ General Knowledge “ questions but only I provide you in 26 languages !

Interested in having your LinkedIn profile featured here?

Submit a request.

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