Marie Humbert-Droz, PhD – Medium

Marie Humbert-Droz, PhD

Published in

The End of Prompt Engineering? Stanford’s Self-Improving AI Learned Clinical Reasoning on Its Own

Stanford’s Agentic Context Engineering lets models reflect, learn, and build their own playbook. I tested it on clinical lab data — and…

4d ago

The End of Prompt Engineering? Stanford’s Self-Improving AI Learned Clinical Reasoning on Its Own

4d ago

Published in

How I Reversed My Perimenopause Weight Gain: A Personal Journey

How Psyllium Husk Solved What Calorie Counting Couldn’t

Oct 25

How I Reversed My Perimenopause Weight Gain: A Personal Journey

Oct 25

Published in

Can Local AI Keep Up with the Cloud? I Tested 8 Models on Clinical Data

I ran OpenAI, Anthropic, and local models head-to-head on clinical note extraction. Here’s what I found.

Oct 6

Can Local AI Keep Up with the Cloud? I Tested 8 Models on Clinical Data

Oct 6

Published in

How to Work Out During Perimenopause: A Simple, Strong Plan

What to do, what to skip, and how to train with your symptoms — not against them.

Oct 5

How to Work Out During Perimenopause: A Simple, Strong Plan

Oct 5

Published in

I Built a Clinical AI Agent — and It Skipped the Tools I Gave It

An evaluation of tool coverage in local healthcare agents, with a simple fix.

Sep 22

I Built a Clinical AI Agent — and It Skipped the Tools I Gave It

Sep 22

Published in

I Built a Local Clinical AI Agent from Scratch — Here’s How

How I wired GPT-OSS with custom tools to make clinical data actually usable.

Sep 2

I Built a Local Clinical AI Agent from Scratch — Here’s How

Sep 2

Published in

I Ran OpenAI’s New Open Model on My Laptop to Extract Medical Data — Here’s What Happened

Testing privacy-first healthcare AI with OpenAI’s first open-weight models

Aug 13

I Ran OpenAI’s New Open Model on My Laptop to Extract Medical Data — Here’s What Happened

Aug 13

Published in

Stronger Bones After 35: 5 Evidence-Backed Habits Every Woman Can Start Today

Heavy lifts, smart nutrition, and stress-proof sleep — your one-page plan to outsmart osteoporosis.

Aug 6

Stronger Bones After 35: 5 Evidence-Backed Habits Every Woman Can Start Today

Aug 6

Published in

From Messy EHRs to 30-Day Readmission Predictions: Benchmarking 4 ML Models

Patient-level splits, imputation hacks, and interpretability tips for real-world healthcare AI.

Jun 30

From Messy EHRs to 30-Day Readmission Predictions: Benchmarking 4 ML Models

Jun 30

Published in

Part 1: Preprocessing MIMIC-IV for Readmission Prediction

Kicking off a hands-on series on building explainable AI models for healthcare

Jun 21

Part 1: Preprocessing MIMIC-IV for Readmission Prediction

Jun 21

Marie Humbert-Droz, PhD

Marie Humbert-Droz, PhD

PhD scientist, healthcare AI builder, women's strength coach, early riser, and mom of two. Bridging research and real-world impact in healthcare AI.

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