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
BMW's iFACTORY: Digital Twins in Manufacturing
BMW's iFACTORY initiative leverages Digital Twins to optimize manufacturing processes across its global production facilities. This strategy, built on the principles of LEAN, GREEN, and DIGITAL, represents one of the most extensive applications of Digital Twin technology in the automotive sector, addressing complex coordination challenges. The approach exemplifies Industry 4.0's transformative impact on manufacturing efficiency and sustainability.
Industry 4.0 Market to Witness Strong Growth by 2030, Driven by Smart Manufacturing and Digital Transformation
The article discusses the projected growth of the Industry 4.0 market by 2030, driven by advancements in smart manufacturing and digital transformation. It highlights the role of technologies like smart factories and digital twins in modernizing production systems, with Asia-Pacific leading the growth. The report also touches on gradual adoption in other regions due to industrial modernization and infrastructure development.
Digital twin driven smart factories: real time physics based co-simulation using edge a.i. and federated learning | Scientific Reports
This article explores the use of digital twin technology in smart factories, emphasizing real-time physics-based co-simulation powered by edge AI and federated learning. It highlights how digital twins enable continuous monitoring, simulation, and optimization of manufacturing systems, aligning with Industry 4.0 advancements. The research showcases the integration of cutting-edge technologies to enhance manufacturing efficiency and adaptability.
MedTech qualifications launched to tackle 145,000 skills shortage
The UK MedTech sector is addressing a significant skills shortage by introducing new qualifications aimed at filling an estimated 145,000 jobs by 2035. This initiative highlights the growing demand for skilled professionals in healthcare technology and innovation. It underscores the importance of workforce development in advancing MedTech capabilities.
Medtech’s Global Future Puts AI In The Driver’s Seat
This article explores the growing role of AI in shaping the global medtech industry, highlighting challenges like tariffs and China's procurement policies. It emphasizes the industry's focus on monetizing AI technologies to drive innovation and growth. The content aligns closely with MedTech and AI advancements.
AI Medical Devices: 2025 Status, Regulation & Challenges | IntuitionLabs
The article explores the projected growth of the AI-enabled medical device market, expected to surpass $255 billion by 2033. It discusses regulatory challenges and the role of major suppliers like Siemens in shaping the industry. The content is highly relevant to MedTech and healthcare technology advancements powered by AI.
Top 20 Medtech Companies Leveraging AI in 2025 | IntuitionLabs
The article highlights advancements in MedTech, focusing on the top companies leveraging AI by 2025. It discusses J&J's Ottava robot, which represents progress in robotic systems with AI-driven visualization and autonomy for surgical applications. This underscores the growing integration of AI in healthcare technology.
D365 SCM + AI: The #1 Choice for Smart Manufacturing in 2026
This article explores how D365 Supply Chain Management (SCM) leverages AI and digital twin technology to revolutionize smart manufacturing. It highlights features like virtual replicas of production lines to optimize operations and enhance efficiency. The content aligns closely with Industry 4.0 and manufacturing automation trends.
Digital Twin Technology in Manufacturing: Benefits, Use Cases, and Trends - Insider Monkey
The article explores digital twin technology in manufacturing, highlighting its ability to merge live operational data with models to create virtual replicas of assets or processes. It discusses the benefits, use cases, and emerging trends, emphasizing its role in advancing Industry 4.0 practices. This technology enhances efficiency, predictive maintenance, and operational insights in manufacturing environments.
Digital twin - Wikipedia
The Wikipedia page on Digital Twin explores its role in manufacturing and Industry 4.0, emphasizing performance optimization and predictive maintenance. It discusses how aggregating data from multiple assets enables manufacturers to analyze real-world conditions and improve operations. The concept is pivotal for modern industrial automation and efficiency improvements.
U.S. Software as a Medical Device Market to Reach USD 715 Million by 2033 as AI-Driven Diagnostics and Digital Therapeutics Accelerate Adoption
The U.S. Software as a Medical Device (SaMD) market is projected to grow significantly, reaching USD 715 million by 2033, driven by advancements in AI-powered diagnostics and digital therapeutics. This growth highlights the increasing adoption of AI technologies in MedTech, particularly in enhancing healthcare delivery and patient outcomes. The report underscores the pivotal role of AI in shaping the future of medical devices.
The Medtech Landscape in 2026: Here’s What to Expect
This article explores anticipated changes in the medtech industry by 2026, driven by AI advancements, regulatory shifts, and economic factors. It highlights the rapid innovation occurring within the sector and its implications for healthcare technology. The piece provides insights into future trends shaping medtech businesses and operations.
The Medtech Landscape in 2026: Here’s What to Expect
This article discusses the anticipated growth in MedTech R&D by 2026, driven by easing economic challenges and advancements in edge computing and AI. It highlights the integration of real-time data analysis and cloud-based machine learning to enhance healthcare technology innovation. The focus is on disruptive technologies and automation in the MedTech industry.
Medtronic launches insulin delivery system with Abbott-made sensor
Medtronic has introduced a new insulin delivery system that integrates its insulin pumps with a glucose sensor developed by Abbott. This marks the first time Medtronic has collaborated with an external company for sensor technology, aiming to enhance diabetes management. The partnership highlights advancements in MedTech and interoperability in healthcare technology.
Medtronic’s Hugo surgical robot earns FDA clearance
Medtronic's Hugo surgical robot has received FDA clearance for urologic procedures, offering hospitals a new option to expand their robotic surgery programs. This development highlights advancements in MedTech and the growing role of robotics in healthcare. The clearance marks a significant step in providing more choices for surgical innovation in the medical field.
Smart manufacturing technologies: How digital twins, edge AI and connected workers are transforming efficiency
This article explores how smart manufacturing technologies like digital twins, edge AI, and connected workers are driving efficiency and competitiveness in Industry 4.0. It highlights significant benefits such as increased production output, cost reductions, and faster commissioning times through IIoT sensors and real-time analytics. The content underscores the transformative impact of these innovations on manufacturing processes.
Failing to understand the exponential, again
Posts and writings by Julian Schrittwieser
Today I Learned
Quick notes and discoveries from my learning journey
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.