From Signal Noise to Signal Intelligence – Intent-Driven Agentic AI for Pharmacovigilance Signal Management
Sudhir Shandilya
December 11, 2025
AI & Data Products
Beyond the Algorithm – Building Healthcare’s AI-Ready Future
Sudhir Shandilya
October 10, 2025
Healthcare’s AI crisis isn’t what you think. While the pandemic unleashed hundreds of COVID-19 prediction models promising diagnostic breakthroughs, zero reached successful clinical deployment. A 2020 BMJ systematic review
Reflections by the Arabian Sea – Why AI Must Learn Mortality to Serve Humanity
Sudhir Shandilya
August 31, 2025
Overlooking the Arabian Sea from Taj Lands End, as I wrapped up a journey through Mumbai and the Maldives, a simple yet profound realization resurfaced: human connection and relationships
Stop Chasing AI Perfection in Healthcare—Build Trust by Matching Human Performance
Sudhir Shandilya
August 7, 2025
Artificial intelligence (AI) is often expected to outperform humans in healthcare because the stakes are high. A more rational approach is to evaluate AI against the real‑world performance of
Hard-Earned Lessons for Innovators and Founders Wearing Multiple Hats as Product Manager, Architect and Developer
Sudhir Shandilya
July 22, 2025
For all the amazing innovators, leaders, founders, entrepreneurs, and students—undergrad, grad, and beyond—tasked with building AI strategy, many of you whom I’ve had the privilege of mentoring and coaching
Prompt Engineering Strategies for Clinical AI Applications
Sudhir Shandilya
July 16, 2025
Prompt engineering – the crafting of effective inputs for generative AI – is emerging as a critical skill in healthcare. This article provides a comprehensive overview of six key
Patent-Pending Adoption Innovation—Built for Better Matches, Backed by Empathy
Sudhir Shandilya
June 2, 2025
Built with Empathy. Driven by Purpose. Inspired by Bailey. Bailey was a Christmas gift—but not the kind that brought lasting joy. Just weeks after arriving at her first home,
Neo’s Legacy – Predicting Congenital Risk in Dogs with AI
Sudhir Shandilya
April 11, 2025
Neo’s Legacy – Predicting Congenital Risk in Dogs with AI Neo’s Legacy – Predicting Congenital Risk in Dogs with AI Neo came into our lives as a surprise birthday
LangChain for AI Agent Development – A Beginner-Friendly Guide with a Drug Safety/Pharmacovigilance Example
Sudhir Shandilya
March 13, 2025
In this article, I explore the application of LangChain in building AI agents, with a specific focus on drug safety reporting. Within the field of pharmacovigilance, LangChain could play
AI Leadership, Building on What You Already Know
Sudhir Shandilya
February 2, 2025
Growing up in a family of educators in India, I often stopped by my late father’s department between my engineering classes. His office was next to the engineering college
Recent Articles
The Decision Window — An Anticipatory Framework for Clinical AI That Moves Care
Sudhir Shandilya
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Predict Less, Help More – A Governed Agentic AI System for Hospital Early Warning
Sudhir Shandilya
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Governed by Design – What Regulated Industries Must Demand Before the Age of Agentic AI
Sudhir Shandilya
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The White Coat Meets the Algorithm
Sudhir Shandilya
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When 97% Accurate Means Clinically Useless – What AI Model Scores Actually Mean in Rare Disease
Sudhir Shandilya
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The Cognitive Load Crisis in Healthcare — Where It Lives, Why It Persists, and What Fixes It
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The Missing Layer in Your AI Stack
Sudhir Shandilya
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