AI Research
Studying how artificial intelligence systems intersect with learning, knowledge, and human decision-making at the institutional level.
FOUNDER IDENTITY · PENTA MINDS
Vignesh Prakash
Research Lead
AI Systems · AI Literacy · AI & EducationBuilding student-led research ecosystems through Penta Minds.
A public-facing research identity for institutional collaboration, academic initiatives, innovation-lab engagement, and ecosystem leadership.
Research Identity & Focus
My work sits at the intersection of AI systems, educational infrastructure, and student-led research. I am primarily interested in how knowledge moves - how students encounter AI without formal instruction, and how research ecosystems can be built to study and address that gap.
Educational Technology
Examining the infrastructure of digital learning and how tools shape pedagogy beyond their intended design.
AI Literacy
Building frameworks for critically grounded AI understanding across diverse educational contexts in India.
Digital Knowledge Systems
Exploring how information is organised, surfaced, and consumed in the age of large language models.
Research Infrastructure
Designing the operational and organisational scaffolding that makes sustained student-led research possible.
Student Innovation Ecosystems
Understanding the conditions that allow student collectives to produce credible, policy-relevant research outputs.
Mission
The fundamental goal is straightforward: make rigorous AI research accessible to students who are not enrolled in elite institutions, and build the organisational infrastructure to sustain that work. AI literacy is not a soft skill - it is a structural condition for equitable participation in a world increasingly organised by algorithmic systems. The research Penta Minds produces is designed to surface what is invisible: the informal, undocumented ways students are learning to navigate AI without guidance, and the policy gaps that follow from that invisibility.
Vision
The long-term vision is to build scalable student research ecosystems that can operate across institutions, cities, and disciplines. Penta Minds is designed as modular educational infrastructure: a place where research methods, AI literacy resources, field evidence, and experimentation-driven learning culture can be assembled into durable public outputs.
Philosophy
Research is not a credential exercise. It is a commitment to sustained attention on questions that matter. The work Penta Minds undertakes is designed to be durable: structured enough to produce credible outputs, flexible enough to follow evidence wherever it leads.
GPAI India Student Community
Global Partnership on AI - India Student Community
Community Membership
Active member of the GPAI India Student Community, an international network of student researchers engaged with AI governance and policy.
AI Grand Challenge 2026
Participated in the AI Grand Challenge, organised under GPAI and Inria (France), developing research on AI in Indian higher education submitted toward OECD policy frameworks.
Global AI Ecosystem Exposure
Through this community, working alongside student researchers across India on questions of AI governance, literacy, and responsible deployment.
Research Projects
Active initiatives and research contributions
Project 01
AI Grand Challenge 2026
GPAI India Student Community - AI in Indian Higher Education
The AI Grand Challenge is an international student research competition organised under the Global Partnership on AI (GPAI) and Inria, France. Penta Minds is participating through the GPAI India Student Community, conducting original field research on how AI is understood, used, and encountered by students and faculty across Tier 1, 2, and 3 higher education institutions in India.
Research Direction
Investigating the informal learning of AI in Indian higher education - what students know, how they learned it, and what the gaps in formal literacy look like across institution types.
Contribution
Producing a structured survey dataset, field visit observations, a Policy Brief, and an AI Literacy Toolkit - all submitted to OECD through GPAI frameworks.
Ecosystem Relevance
This project is the founding research initiative of Penta Minds, establishing the team's credibility, methodology, and output standards.
Timeline
March 2026
Registration & Team Formation
April 2026
Survey Launch & Institution Outreach
April-May 2026
Field Data Collection
May 2026
Data Compilation
June 2026
Analysis & Final Report
Project 02
AI as the Hidden Curriculum
How Learning is Happening Through AI Without Being Taught
AI as the Hidden Curriculum is the core research initiative examining how students in Indian higher education are learning to use AI tools informally - outside any structured curriculum. The central question is: what does it mean when an entire generation of students is developing AI competency through trial, error, and peer learning, without institutional acknowledgment or guidance?
Objective
To document the informal AI learning behaviours of students across institution tiers, and identify the structural gaps between student AI use and institutional AI policy.
Methodology
Field surveys across 9+ institutions in Tamil Nadu, faculty interviews, institutional observation, and a nationwide online survey instrument.
Current Stage
Active Preparation and Foundation phase.
Upcoming Plans
Data ccollection through field visits and onsolidation, thematic analysis, policy brief drafting, and AI Literacy Toolkit finalisation by December 2026.
Research Interests
Penta Minds Ecosystem
Modular research infrastructure built for scale
Penta Minds
Professional Engagements &
Ecosystem Interactions
Interactions, collaborations, and experiences that have shaped my journey across AI, education, research, and innovation ecosystems.
Interaction with AI Researchers
GPAI India Student Community
Student Research Network, GPAI India
Discussion on AI literacy, education, governance, and responsible student participation in AI research.
2026AI Grand Challenge Research Exchange
GPAI and Inria Ecosystem
Organising and Research Bodies, GPAI · Inria, France
Research engagement on AI in Indian higher education, policy brief development, and evidence-led AI literacy frameworks.
2026Formation of Penta Minds
Penta Minds Founding Team
Student Research Collective, Penta Minds
Foundational ecosystem work to build research infrastructure, field methods, and student-led public outputs.
2026Institutional Field Interactions
Higher Education Institutions
Academic Stakeholders, Tamil Nadu Institutions
Field-oriented conversations on AI adoption, student learning behaviour, and institutional readiness for AI literacy.
TBAInnovation Ecosystem Participation
Education and AI Communities
Research and Innovation Forums, AI and Education Ecosystems
Participation in spaces connecting education, technology, research practice, and innovation-lab thinking.
2026Student Research Community Building
Student Researchers and Collaborators
Community Participants, Penta Minds Ecosystem
Collaboration across students and early researchers to make AI research participation more structured, credible, and accessible.
Scaling...Journey Timeline
GPAI India Student Community
Entry into a national student AI governance and research network.
AI Grand Challenge
Research participation focused on AI in Indian higher education and policy-oriented outputs.
Formation of Penta Minds
Creation of a student-led ecosystem for research, toolkit development, and academic collaboration.
Research Infrastructure Development
Development of the operating methods, field instruments, and public research identity of Penta Minds.
AI as the Hidden Curriculum
Preparation of a core research initiative studying informal student AI learning in higher education.
Research Ecosystem Expansion
Scaling student research initiatives across institutions, disciplines, and public-interest AI questions.