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Gaurvendra Pundhir
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Product essays, build notes, and field notes from building AI systems.

LinkedIn is for distribution. This is the canonical home: deeper essays on product decisions, AI systems, education tools, founder reflections, and practical builds.

AI Product BuildingEducation & WorkforceRAG + Agentic SystemsFounder Notes
Featured Essay
Founder Notes · 3 min read

Building PathWise AI: From Career Confusion to Action

Why student-success tools need to move beyond links and dashboards into personalized maps, roadmaps, and coach-ready next steps.

PathWiseEdTechAI ProductStudent Success
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Education Technology

AI-Powered Virtual Labs for Mining Education

What I learned building and presenting interactive mining education tools for teachers, students, and outreach programs.

Drawn from SMMR Virtual Labs work, SME MineXchange 2026, and CU at the Mine educator sessions.
Mining EducationVirtual LabsAI in EducationSTEM
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Operations

What Roche Taught Me About Execution

A reflection on why insight is useless unless it can be explained, measured, and handed off.

Based on a three-phase Roche industry engagement across workflow analysis, automation, optimization, dashboards, and SOPs.
RocheWorkflow AutomationOperationsExecution
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AI Systems

How I Think About RAG Documentation Systems

A practical breakdown of what turns scattered documentation into a useful retrieval-augmented AI experience.

Based on my Komatsu RAG documentation system internship work.
RAGLLMEnterprise AIDocumentation
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Career Readiness

Why Students Need Digital Portfolios

A resume tells people what you did. A portfolio helps them see your work, thinking, growth, and proof.

Based on the CS/AI Ambassador Digital Portfolio Workshop at the University of Arizona.
Digital PortfolioStudentsCareerPersonal Branding
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Founder Notes

What Forbes Under 30 Taught Me About Building

A founder reflection on rooms, ambition, execution, and why the world changes because people decide to build.

Based on my Forbes Under 30 Summit reflection and PathWise founder journey.
Forbes Under 30FounderPathWiseStartups
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AI Learning

Ship → Learn → Improve: How I Am Approaching Break Through Tech AI

Why I am treating the Cornell Tech Break Through Tech AI fellowship as a builder’s lab, not just another credential.

Based on my 2026–2027 Break Through Tech AI fellowship acceptance and current AI product work.
Break Through TechCornell TechAIMachine Learning
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Leadership

Building the CS/AI Community I Wanted to See

What the High Contributor CS/AI Ambassador Award reminded me about collaboration, inclusion, and campus tech culture.

Based on CS/AI Ambassador work including portfolio workshops, admitted student events, school panels, MESA, and committee contributions.
CS AmbassadorsUniversity of ArizonaStudent LeadershipCommunity
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AI Product Strategy

Why Most AI Projects Fail Before They Start

The model is rarely the first problem. Most AI projects fail because the workflow, user, data, and success criteria are unclear.

Synthesized from building RAG, agentic AI, education, and workflow automation products.
AI ProductsProduct StrategyMVPWorkflow
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Education Technology

CU at the Mine 2026: Making AI, Mining, and Career Pathways Classroom-Ready

How I approached two teacher workshop sessions around AI curriculum design, Virtual Labs, 3D Minerals, and PathWise career maps for Arizona educators.

Adapted from public LinkedIn/reflection content into a longer-form site essay.
AI in EducationMining EducationTeacher WorkshopsPathWise
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Leadership

What the High Contributor CS/AI Ambassador Award Meant to Me

A reflection on campus CS/AI leadership, portfolio workshops, outreach, collaboration, and building student community.

Adapted from public LinkedIn/reflection content into a longer-form site essay.
CS AmbassadorsLeadershipCampus CommunityTech For Good
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Founder Notes

Opening PathWise for Pilots: From Career Confusion to Actionable Roadmaps

A founder note on opening PathWise/Advisor AI for early pilots, collaboration, and student-facing programs.

Adapted from public LinkedIn/reflection content into a longer-form site essay.
PathWiseEdTechPilotsStudent Success
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AI in Education

Presenting AI-Powered Virtual Labs at SME MineXchange

What it meant to present the Virtual Labs ecosystem at SME MineXchange 2026 and where the work is heading next.

Adapted from public LinkedIn/reflection content into a longer-form site essay.
SMEVirtual LabsRAGMining Education
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Recognition

Rising Changemaker: Building Purpose-Driven Technology

A reflection on being named a 2025 Rising Changemaker by the University of Arizona Eller College of Management.

Adapted from public LinkedIn/reflection content into a longer-form site essay.
RecognitionLeadershipAI For GoodStudent Founder
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Founder Notes

A Conversation on Purpose, Career Uncertainty, and Student Pathways

Notes from a KeyVoid conversation with IIT Goa about career uncertainty, purpose, student pressure, and turning chaos into clarity.

Adapted from public LinkedIn/reflection content into a longer-form site essay.
KeyVoidPurposeStudent LifeCareer Clarity
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Workforce

JFF Horizons and the Future of Opportunity Systems

A reflection from JFF Horizons on learning, work, equity, mentorship, and AI-powered pathways.

Adapted from public LinkedIn/reflection content into a longer-form site essay.
JFFWorkforceOpportunityStudent Success
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