"You do not consist of any of the elements -- earth, water, fire, air, or even ether. To be liberated, know yourself as consisting of consciousness, the witness of these. You do not belong to the Brahmin or any other caste, you are not at any stage, nor are you anything that the eye can see. You are unattached and formless, the witness of everything -- so be happy"(Ashtavakra-Gita).
Tuesday, February 24, 2026
Galgotias University Fiasco at the India AI Impact Summit 2026
At the India AI Impact Summit 2026, Galgotias University allegedly misrepresented an imported Chinese robot as an original creation. This "AI-washing" scandal is a proof of a broader systemic failure within Indian higher education, where marketing and optics are prioritised over genuine scientific progress. Manipulation of metrics becomes the norm, in which universities crave for rankings such as NAAC and so on and give bribe to get accreditation. Institutions file thousands of low-quality patents to climb national rankings despite having negligible success rates. By contrasting private universities with premier public institutions, we can see a focus on quantity over quality stifles real innovation. This incident should be a warning that India risks becoming a mere consumer of technology unless it fosters a culture of authentic research and accountability. This critique suggests that superficial branding threatens the nation's long-term credibility in the global AI landscape. It serves as a potent metaphor for the structural and cultural crises currently facing Indian higher education and its participation in the global AI revolution.
1. The Failed Opportunities in the AI Revolution
The incident highlights a shift from creation to curation. While the university later argued the robot was a "hands-on learning platform," the initial presentation suggested "end-to-end engineering."
• Consumption vs. Innovation: India risks becoming a nation of AI "consumers" rather than "creators." By rebranding imported hardware, institutions bypass the difficult, long-term work of building foundational AI models or robotics hardware.
• The "AI-Washing" Trap: Just as companies use "greenwashing" to appear eco-friendly, institutions are using "AI-washing" to stay relevant. This obscures genuine research, making it harder for actual innovators to secure funding and attention.
2. The Sad State of Higher Education: "Quantity Over Quality"
The controversy brought to light a systemic issue in how Indian universities measure success:
• Patents Filed vs. Patents Granted: The obsession with rankings has led to a "patent-filing boom." Statistics revealed that while Galgotias filed over 2,200 patent applications, its grant rate was roughly 1% (only 24 patents). In contrast, older IITs have far fewer filings but grant rates exceeding 40% to 60%.
• Metric Manipulation: National ranking frameworks (like NIRF) often reward the number of filings. This incentivizes universities to file low-quality or "junk" patents to climb rankings, rather than producing breakthrough research that can survive rigorous examination.
• The "Zombie University" Effect: Academic life is increasingly defined by a "performance of relevance." Institutions focus on building massive, glitzy campuses and marketing slogans ("India’s first AI-enabled university") while neglecting the "hard yards" of faculty development and research culture.
3. Optics Bypassing Reality
The viral interview of the university representative, who claimed the robot moved freely across campus for surveillance, exemplifies a culture where branding is prioritized over substance:
• Spectacle over Transformation: The summit was meant to showcase India's AI prowess, but the presence of "white-labeled" foreign technology suggests a "vinyl cover-up" strategy—projecting ambition without first building the infrastructure at scale.
• The Sincerity Gap: There is a widening disconnect between the narrative of "Global Leadership in AI" and the ground reality of student employability. When a university claims a $350 crore investment but showcases a $2,800 imported product as its centerpiece, it damages the credibility of the entire national ecosystem.
Comparison of Innovation Metrics
The "robodog" is a mirror. It shows that unless India shifts its focus from "numerical expansion" to "transparent accountability," the AI revolution may pass through its classrooms without leaving behind any real intellectual property.
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