Hi there, I'm
Will Macdonald
Building AI-powered applications and exploring the future of web development
I create web apps, experiment with AI/ML, and contribute to open-source projects. Welcome to my digital space where I showcase my work and share what I'm learning.
Recent Posts
Insights and updates from my LinkedIn
Avoid the "summarize this" muscle memory
In my last post, I explored the critical role of context management in getting the best results from AI. Today, I want to share two real-world examples that highlight a simple but powerful technique you can start using immediately.
Context Engineering: The $100K Skill You
Context Engineering: The $100K Skill You
The Use Case Shapes Everything
In my last article, “What if GenAI could give MedTech professionals back tens of thousands of hours a year?”, I shared how my experience programming with coding agents. In this follow up, I wanted to share how I approached writing an advanced RAG solution to help MedTech professionals to efficiently
What if GenAI could give MedTech professionals back tens of thousands of hours a year?
That’s not a hypothetical—it’s a real possibility I’ve been exploring as I build GenAI-powered solutions for regulatory documentation in MedTech and BioTech. MedTech and BioTech are governed by regulators like the FDA, EMA, PMDA, ANVISA, and IMDRF.
print("Hello World!")
I’ve taken up coding as a hobby recently. The last time I wrote code was before C#, GitHub, containers and development pipelines.
Curated Reads
AI-curated insights on MedTech, Manufacturing, and AI
Failing to understand the exponential, again
Posts and writings by Julian Schrittwieser
In-Silico Clinical Trials Market Set to Reach USD 6.39 Billion by 2033 as Pharma and MedTech Accelerate Digital-First Validation, AI Modeling & Virtual Patient Simulations | The AI Journal
The in-silico clinical trials market is projected to reach USD 6.39 billion by 2033, driven by advancements in AI modeling and virtual patient simulations. Japan is emerging as a key innovation hub due to its structured approach to digital evidence and collaborations between universities, MedTech developers, and simulation software providers. These developments highlight the growing role of AI in MedTech and pharmaceutical validation processes.
As cancer cases surge toward 35 million by 2050, Finland's Gosta Labs raises €7.5 million to ease oncology workloads | EU-Startups
Finland's Gosta Labs has raised €7.5 million to develop AI-driven solutions aimed at easing oncology workloads. Their technology automates clinical workflows by generating structured notes and classifying clinical parameters, allowing oncologists to focus more on patient care. The team includes experts in AI, MedTech, and oncology, highlighting a strong focus on healthcare technology innovation.
Insulet unveils plans for new diabetes devices
Insulet has announced plans to release a new flagship patch-pump for diabetes management in 2027, followed by its first fully closed-loop system for Type 2 diabetes in 2028. These advancements highlight the company's commitment to innovation in MedTech and improving diabetes care through technology.
Essenvia: The Leading RIMS MedTech Platform Delivering the Future of Regulatory Operations - TechBullion
Essenvia is a MedTech platform designed with AI as its core, revolutionizing regulatory operations through advanced technologies like retrieval-augmented generation and proprietary knowledge graphs. The system automates FDA eSTAR submissions with high precision, addressing global regulatory requirements efficiently. This showcases cutting-edge MedTech innovation integrating AI and automation for compliance processes.
The Batch Newsletter
Weekly AI news from Andrew Ng
Medtech Turns to AI as Labor Crisis & Recalls Surge
The article discusses how medical device manufacturers are increasingly adopting AI to address a significant labor shortage and rising product recalls. A recent survey reveals that 47% of these companies plan to implement AI solutions within the next two years to enhance efficiency and reliability. This highlights the growing role of AI in MedTech and manufacturing automation.
How AI Is Changing the Game for Medical Device Companies
The article explores how AI is transforming the operations of medical device companies, focusing on efficiency improvements, enhanced communication, and growth opportunities. It highlights Emitrr's AI-driven solutions tailored for the MedTech sector. Readers are encouraged to book a demo to learn more about the tools offered.
AI-Enabled Medical Imaging Solutions Market 2033 - Deep Learning, Precision Diagnostics & Smart Radiology Power $33.7B Global Growth
The AI-enabled medical imaging solutions market is projected to grow from $10.63 billion in 2024 to $33.76 billion by 2033, driven by advancements in deep learning, precision diagnostics, and smart radiology. This growth highlights the increasing adoption of AI technologies in healthcare for improved diagnostic accuracy and efficiency. The report emphasizes the transformative impact of AI on medical imaging practices globally.
AI adoption accelerates across medical practices, survey shows | Medical Economics
A recent survey reveals that half of medical practices now use AI tools, with documentation and fax automation yielding significant time savings. Patient communication is identified as the next key area for AI-driven improvements. This highlights the growing role of AI in streamlining healthcare operations.
AI Medical Devices: 2025 Status, Regulation & Challenges | IntuitionLabs
The article explores the projected growth of the AI-enabled medical device market, estimated to reach $255 billion by 2033. It discusses regulatory challenges and key suppliers driving innovation in MedTech AI. This content is highly relevant to advancements in healthcare technology and AI applications in medical devices.
Top 20 Medtech Companies Leveraging AI in 2025 | IntuitionLabs
The article highlights the top 20 MedTech companies utilizing AI in 2025, with a focus on innovations like J&J's Ottava robot, which completed its first-in-human surgeries in 2024. It emphasizes advancements in robotic systems leveraging AI for enhanced visualization and autonomy in medical procedures.
Rockwell Automation to build Wisconsin factory as part of $2B US expansion
Rockwell Automation is constructing a new 1 million square foot facility in Wisconsin as part of a $2 billion U.S. expansion. The factory will showcase the company's automation and digital solutions, providing customers with on-site demonstrations of Industry 4.0 technologies. This highlights a significant investment in manufacturing automation and innovation.
Ceribell wins FDA clearance for seizure-detection algorithm in neonates
Ceribell has received FDA clearance for its seizure-detection algorithm designed for neonates, marking a significant advancement in MedTech. The company aims to expand its presence in NICUs, projecting a potential $400 million market opportunity. This development highlights the integration of AI in healthcare technology for critical care applications.
Can Agentic AI Improve Workflows and Margins in MedTech? | Deloitte US
The article explores how agentic AI, consisting of interconnected AI agents, is transforming workflows and enhancing margins in MedTech. It highlights the potential for these technologies to automate complex processes, adapt dynamically, and drive significant business value, positioning MedTech leaders for future success in healthcare innovation. Challenges and strategic adoption considerations are also discussed.
Scaling innovation in manufacturing with AI
This article explores how AI is transforming manufacturing by integrating technologies like digital twins, IIoT, edge computing, and the cloud. These advancements enable factory teams to shift from reactive problem-solving to proactive, systemwide optimization, driving Industry 4.0 innovations. It highlights the role of AI in scaling efficiency and innovation in manufacturing processes.
Today I Learned
Quick notes and discoveries from my learning journey
DSPy's BootstrapFewShot optimizer can learn from user feedback to improve prompts automatically - no manual prompt engineering needed.
About Me
I'm a MedTech advisor and AI enthusiast who recently returned to coding as a hobby to better understand generative AI solutions. My professional background spans MedTech & Medical Devices, Manufacturing Operations, Supply Chain & Logistics, and Regulatory & Compliance.
I specialize in AI solution design, prompt & context engineering, and facilitating executive brainstorming sessions using design thinking and value modeling methodologies. Whether it's architecting RAG systems or exploring the latest LLM capabilities, I love bridging the gap between technical possibilities and business value.
When I'm not coding or advising clients, you'll find me in the kitchen experimenting with new recipes, in my workshop building furniture, or out capturing moments through my camera lens. I also enjoy writing about AI implementation strategies on my blog.