The Truth: 70% Healthcare AI Errors from Hidden Distribution Shifts
Author(s): Vikram Lingam Originally published on Towards AI. Discover how the TSSA framework detects time-series shifts to slash machine learning errors in healthcare AI Imagine this: a hospital AI system, trained on pre, pandemic patient data, suddenly starts flagging healthy patients as …
The Truth on AI Adoption: 75% Firms Go Agentic in 2025
Author(s): Vikram Lingam Originally published on Towards AI. Agentic AI surges ahead: Boosting efficiency, innovation, and profits for most firms in 2025 Did you ever stop to think that by the end of 2025, 75% of firms will have shifted to agentic …
What Doctors Get Wrong About Hidden Bias in Treatment Effects
Author(s): Vikram Lingam Originally published on Towards AI. Why the typical approach to analyzing medical data often leads to incorrect conclusions regarding what really works for patients Did you know that in a major oncology trial, doctors hailed a drug as a …
Large Language Models: Shaping the Future of Intelligent Systems
Author(s): Vikram Lingam Originally published on Towards AI. Large Language Models (LLMs) have emerged as transformative tools in artificial intelligence (AI) Large Language Models (LLMs) have emerged as transformative tools in artificial intelligence (AI), exhibiting remarkable capabilities across diverse tasks such as …
The Hottest AI Models in 2025: Your Toolbox for Building Smarter Apps
Author(s): Vikram Lingam Originally published on Towards AI. The Hottest AI Models in 2025: Your Toolbox for Building Smarter Apps You are knee-deep in a project, staring at a blank screen, and you need to generate code, analyze images, or whip up …
Why Noisy Instructions Secretly Boost AI Generalization — The Shocking Truth
Author(s): Vikram Lingam Originally published on Towards AI. Why Noisy Instructions Secretly Boost AI Generalization — The Shocking Truth Imagine this: you are pouring hours into curating the perfect dataset for your AI model, scrubbing every instruction until it’s spotless. But what …
Why Interdependent Generations Are the Secret to AI Scaling Breakthroughs
Author(s): Vikram Lingam Originally published on Towards AI. Why Interdependent Generations Are the Secret to AI Scaling Breakthroughs Imagine generating a dozen answers to the same question all at once, but instead of them clashing like awkward strangers at a party, they …
Why the Trillion-Dollar AI Bubble Could Ruin Your Future
Author(s): Vikram Lingam Originally published on Towards AI. Why the Trillion-Dollar AI Bubble Could Ruin Your Future Imagine pouring trillions into a gold rush, only to watch most diggers come up empty handed while a few strike it rich beyond dreams. That’s …
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