Writing on AI, health data, and startups
Notes from building Patient Bio and shipping products across healthcare, blockchain, and AI.

Gemini 3.6 Flash: More Powerful Agentic AI Using 17% Fewer Tokens
Google’s new Gemini 3.6 Flash reportedly uses 17% fewer output tokens than its previous version while delivering stronger results in coding, agentic workflows, and machine learning research. This article explores what its lower API cost and improved performance could mean for startups and developers in Bangladesh.
Read article →How AI Can Improve Healthcare Interoperability
Why disconnected medical records are a bigger barrier than most AI hype admits — and where AI genuinely helps.
Why Blockchain Matters for Patient-Owned Health Records
Patient consent shouldn't live in a hospital's database. A practical case for verifiable, patient-owned records.
Lessons From Building HealthTech MVPs
What breaks first when you take a healthcare idea from whiteboard to working software — and how to plan for it.
How Startups Can Validate MVPs Faster
A framework for cutting build time without cutting the parts of your product that actually prove the idea.
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