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When Small Models See More: Shift Toward Purpose Built Intelligence

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There is a revolution unfolding in artificial intelligence - and it is quiet not because it lacks consequence, but because it lacks spectacle. For years, the prevailing narrative was dominated by ever-larger, general-purpose models that promised to comprehend everything: legal briefs, biochemical structures, ancient poetry, and protein folding alike. These models arrived with fanfare, record-breaking benchmark scores, and the implicit promise that scale alone was the answer to every problem. But in the real world - in boardrooms, factory floors, rural clinics, and trading desks where decisions carry genuine weight - a different truth has been quietly, persistently asserting itself. The future does not belong to the biggest model. It belongs to the right model. I first encountered this idea not in a conference room, but in passing conversation on my way back to Delhi. A senior radiologist described a compact, domain-trained model - built specifically for the interpretation of chest X...
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Human-in-the-Loop AI: Designing Systems That Think with Us, Not for Us

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In an era where AI seems poised to automate everything from driving cars to diagnosing diseases, a quiet revolution is underway:  Human-in-the-Loop (HITL) AI . This approach doesn't replace human judgment - it amplifies it. Instead of handing over the reins to algorithms, HITL designs systems that enable humans and AI to collaborate in real time, blending machine speed with human intuition, ethics, and creativity. Think of it as a co-pilot, not an autopilot. Why HITL Matters Now Pure AI systems shine at pattern recognition and scale, but they falter on nuance, context, and values. Remember the 2016 ProPublica investigation into COMPAS , a recidivism prediction tool? It showed racial biases baked into the model, leading to unfair sentencing recommendations. HITL fixes this by keeping humans in the decision chain - reviewing outputs, providing feedback, and iterating on the AI. The rise of generative AI like ChatGPT has supercharged the need for HITL. These models hallucinate...
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A Civilization at the Threshold: India’s AI Mahakumbh and the Shadows of the Future

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The India AI Global Impact Summit- hailed as a Mahakumbh of Technology -  was more than a showcase of algorithms, models, and compute power. It was a moment of collective introspection, where a civilization paused to examine the meaning of creating intelligence outside the human body. India stood before the world not merely as a technology hub but as a society grappling with the philosophical weight of a new cognitive era. The challenge was not just technological - it was existential : how does a culture rooted in dharma, plurality, and lived wisdom integrate machines that evolve faster than human intuition? The overwhelming turnout, the extended hours, and the logistical strain revealed a deeper tension. Scale without alignment becomes chaos . The summit’s crowds symbolized India’s hunger for progress, yet they also exposed the fragility of systems stretched beyond capacity. Like the many tributaries of the Ganga converging in a single sacred moment, India must learn to harmo...
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