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TECH EYE                                                          NOVEMBER 20, 2026        |  The Indian Eye 36


                      Google May Restrict                                                                      Learning Platform
                                                                                                                     AI-Powered



          Search Access for Students                                                                          Understand Human
                                                                                                                Enables Robots to



                 at Schools Rejecting AI                                                                            Instructions



                                                                                                                    esearchers from the Massa-
                                                                                                                    chusetts Institute of Tech-
               oogle’s reported move to link access to its search                                             Rnology (MIT) and New York
               services with the use of artificial intelligence (AI)
        Gin schools has raised questions about the grow-                                                      University  (NYU)  have  developed
                                                                                                              an  artificial  intelligence-powered
        ing influence of technology companies in education. The                                               platform that enables robots to un-
        development highlights the debate over whether schools                                                derstand  the  underlying  meaning  of
        should adopt AI tools or retain traditional teaching                                                  human instructions rather than simply
        methods.                                                                                              following  commands  word  for  word.
            Under the revised policy, access to Gemini, Gemi-
        ni Notebook, Gemini in Classroom and Google Search                                                    The new system, called FLEX, aims to
                                                                                                              make human-robot interaction more
        will remain disabled for K-12 student accounts until                                                  natural, efficient and intuitive.
        school administrators explicitly activate them. However,                                                  The research introduces a flexible
        schools that choose to block Google’s AI tools will also                                              feature-editing pipeline designed to
        lose access to its search engine, as the company says the                                             improve robotic motion planning. The
        two technologies are closely integrated.                                                              findings are scheduled to be presented
            Google said the changes were introduced after dis-  educators and policymakers, blaming Google of using
        cussions with schools, teachers, researchers and policy-  its dominance in online search to pressure schools into   at the annual Conference on Robot
                                                                                                              Learning.
        makers. The company aims to give school administrators   adopting AI. Child rights advocates have also raised con-  FLEX  uses  a  large  language
        greater control over how AI is used in classrooms.  cerns about the impact of AI on children’s learning, criti-  model  (LLM),  including GPT-4o,
            Google is also introducing a feature called ‘Guided   cal thinking and development.
        Learning’, designed to help students understand con-  Google says the updated controls will allow schools to   to interpret human instructions and
                                                                                                              identify  broader  patterns.  The  plat-
        cepts through step-by-step guidance rather than provid-  decide which services students can access. The develop-  form operates through three stages:
        ing direct answers. The feature aims to encourage inde-  ment has renewed debate over the role of technology com-  Add,  Generalize  and  Mask.  First,  it
        pendent thinking and problem-solving.             panies in education and whether schools should have to   records objects explicitly mentioned
            The decision has, however, drawn criticism from   adopt AI to retain access to essential digital learning tools.
                                                                                                              in  a  command.  Next,  the  language
                                                                                                              model identifies shared characteristics
                                                                                                              and generalises the instruction to sim-
         Technology led Rs 4,371-Crore VISTAR Scheme                                                          ilar  objects.  Finally,  computer  vision
                                                                                                              helps remove objects that are no lon-
                 To Modernise India’s Statistical System                                                      ger present in the environment.
                                                                                                                  For  example,  when  a  robot  car-
                                                                                                              rying coffee is instructed, “Don’t spill
                                                                                                              on the laptop,” it can infer that other
              he  Union  Cabinet,  chaired   of Statistics and Programme Imple-  unorganised sector and create a Na-  electronic devices, such as a nearby
              by Prime Minister Naren-    mentation (MoSPI) plans to conduct   tional Statistical Business Register to   mobile phone, should also be avoid-
        Tdra Modi, has approved a Rs      59  surveys  during  the  16th  Finance   support better economic planning.  ed. This allows the robot to adjust its
        4,371.10-crore scheme to modernise   Commission period, compared with   The government also plans to   movement  without  requiring addi-
        India’s official statistical system, im-  43  major  surveys  conducted  earli-  use alternative data sources, in-  tional instructions.
        prove data collection and make gov-  er.  These  surveys  will  help  identify   cluding mobile phone, scanner and   According to the researchers, the
        ernment statistics more accurate,   gaps in different sectors and provide   e-commerce data, alongside tradi-  process takes approximately five sec-
        timely  and  technology-driven.  The   policymakers with more reliable in-  tional  surveys.  This  is  expected  to   onds and has been tested in simulated
        Viksit Bharat Initiative for Statistical   formation for planning and deci-  reduce the burden on respondents   environments involving tasks with cof-
        Transformation, Analytics and Re-  sion-making.                     while filling important data gaps.  fee, candles and bowling balls.
        search (VISTAR) will be implement-    The scheme has three major        Additionally, the scheme will     The development addresses a
        ed  over  five  years,  from  2026-27  to   components: comprehensive statisti-  strengthen  state-level  statistical  major challenge in robotics: under-
        2030-31.                          cal operations and strengthening of   systems and improve district-level   standing implicit human preferences
            The scheme aims to create a   the ecosystem, Support for Statistical   economic  estimates.  It  will  also  en-  and common-sense expectations. Tra-
        future-ready statistical framework   Strengthening (SSS) for states and   courage research and provide oppor-  ditional robotic systems often require
        by  integrating  Artificial  Intelligence   Union Territories, and the Economic   tunities for students through intern-  highly  specific  instructions,  placing
        (AI), Machine Learning (ML) and   Census.                           ships and research projects.      the burden on users to explain every
        digital technologies into data collec-  A key part of the initiative will be   Aligned with the Viksit Bharat   detail.
        tion,  processing  and  analysis.  It  is   the eighth Economic Census, which   2047 vision, VISTAR seeks to build   FLEX  could  have  significant
        also expected to improve the avail-  will collect information on non-farm   a modern, integrated and AI-ready   implications  for  the  development  of
        ability of detailed data and support   establishments and their workers up   statistical system to support more   household and assistive robots, par-
        evidence-based policymaking.      to the Gram Panchayat and ward lev-  informed governance and targeted   ticularly in environments where safety
            Under  VISTAR,  the  Ministry   els. The exercise will help assess the   development policies.    and adaptability are essential.


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