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Healthcare AI

AI in clinical trials, drug discovery, MedTech, BioPharma
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RAG vs Fine-Tuning vs Context Windows: Which Architecture Actually Works for Clinical AI?

Devangshu on Healthcare AI, Blog, First Principles | 15 Mar 2026

Healthcare AI teams face a critical architecture decision: RAG, fine-tuning, or massive context windows? After shipping systems across clinical trials, drug discovery, and patient recruitment, here is what actually works in production.…

Product Breakdown: Viz.ai's Stroke Detection — Speed as a Feature

Devangshu on Product Breakdown, Healthcare AI, MedTech | 14 Feb 2026

How Viz.ai turned a 26-minute time savings into a billion-dollar business by rethinking the radiology workflow.…

Product Breakdown: How Tempus Uses AI to Personalize Cancer Treatment

Devangshu on Product Breakdown, Healthcare AI, First Principles | 08 Feb 2026

Dissecting Tempus's data-first approach to precision oncology — and why their moat isn't the AI.…

Deploying Computer Vision for Surgical Instrument Tracking: What the Papers Don't Tell You

Devangshu on Case Study, MedTech, Healthcare AI | 01 Feb 2026

The gap between a published model and a production system in the OR is wider than you think.…

Building a Real-Time Adverse Event Detection System for Post-Market Surveillance

Devangshu on Case Study, Healthcare AI, BioPharma | 22 Jan 2026

From 6-week manual review cycles to real-time signal detection — how we rebuilt pharmacovigilance with NLP.…

How We Reduced Clinical Trial Matching Time by 73% with RAG

Devangshu on Case Study, Healthcare AI, Clinical Trials | 15 Jan 2026

A real-world implementation of retrieval-augmented generation for matching patients to clinical trials at scale.…

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