Notes from the workflow.
Short essays on operational AI, healthcare workflows, and the systems around the model — written from inside the shift, not above it.
01Development11 min read
One Year of MCP: What the Standard Got Right, and What's Next
A year after the Model Context Protocol stopped being a curiosity and started being a default — what it changed in practice, what it didn't, and the three open questions still ahead of it.
May 8, 2026 · MCP02Healthcare9 min read
Calmer Interfaces: Designing EHRs for Fewer Clicks, More Care
Five small redesigns that took a clinician's most common task from sixteen clicks to four — and the design principle underneath them that almost nobody articulates.
Apr 17, 2026 · Healthcare03Data Science13 min read
Building a Sepsis Early-Warning Signal from Vital-Sign Streams
A builder's notebook for turning the noisy fire-hose of bedside monitors into a single, sober alert — the features that earned their keep, the ones that didn't, and the part nobody warns you about.
Mar 14, 2026 · Data Science04Ai10 min read
Prompting Like an Engineer: Ten Patterns I Lean On Every Day
The ten habits that did more for my output than any model upgrade — phrased as patterns, with the exact shapes I reach for and the situations where each one earns its keep.
Feb 19, 2026 · AI05Healthcare8 min read
Ambient Scribes on the Ward: 90 Days With Voice-First Documentation
Notes from a quarter of watching nurses and physicians actually use an ambient scribe — what it gave back, where it tripped, and the small workflow changes that decided whether it stuck.
Jan 22, 2026 · Healthcare06Development9 min read
The Agent Stack: How I Wire Claude, Cursor, and MCP Into a Daily Workflow
A practical look at the toolchain I lean on every day — what each layer actually does, where the seams are, and why the boring glue matters more than the model.
Dec 18, 2025 · AI07Data Science15 min read
Data Science in Healthcare: Building Predictive Analytics for Better Patient Outcomes
Learn how data science and machine learning are transforming healthcare analytics, from predictive modeling to real-time patient monitoring and population health insights.
Nov 15, 2025 · Data Science08Ai12 min read
Coding with AI: How Large Language Models Are Reshaping Software Development Workflows
Exploring the paradigm shift from traditional coding to AI-assisted development, where English becomes the new programming language and 'vibe coding' transforms how we build software.
Jun 28, 2025 · AI09Development12 min read
Understanding Model Context Protocol: The Future of AI Integration
Explore Anthropic's revolutionary MCP standard that's transforming how AI systems integrate with external tools and data sources, featuring rapid adoption by OpenAI and Google DeepMind.
Jun 20, 2025 · MCP10Healthcare11 min read
AI Revolution in Healthcare 2025: Breakthrough Innovations Transforming Patient Care
Discover the latest AI innovations revolutionizing healthcare in 2025, from precision medicine and digital patient platforms to virtual health assistants and regulatory developments.
Mar 22, 2025 · AI11Healthcare15 min read
Cerner Implementation at Vancouver Coastal Health: Transforming Healthcare Through Data and Innovation
An in-depth analysis of one of BC's most ambitious health IT projects—how Vancouver Coastal Health's Cerner implementation revolutionized clinical workflows, enhanced patient safety, and enabled data-driven healthcare innovation.
Jul 28, 2024 · Healthcare Technology12Development8 min read
My Journey into Software Development and Data Analytics
From curiosity-driven HTML learning to AI certifications and real-world healthcare applications—discover how I transitioned from industrial engineering to tech, built meaningful connections, and created impactful solutions.
Jul 28, 2024 · Career Journey
One Year of MCP: What the Standard Got Right, and What's Next
May 8, 2026 · 11 min read
The Agent Stack: How I Wire Claude, Cursor, and MCP Into a Daily Workflow
Dec 18, 2025 · 9 min read
Understanding Model Context Protocol: The Future of AI Integration
Jun 20, 2025 · 12 min read
My Journey into Software Development and Data Analytics
Jul 28, 2024 · 8 min read
Calmer Interfaces: Designing EHRs for Fewer Clicks, More Care
Apr 17, 2026 · 9 min read
Ambient Scribes on the Ward: 90 Days With Voice-First Documentation
Jan 22, 2026 · 8 min read
AI Revolution in Healthcare 2025: Breakthrough Innovations Transforming Patient Care
Mar 22, 2025 · 11 min read
Cerner Implementation at Vancouver Coastal Health: Transforming Healthcare Through Data and Innovation
Jul 28, 2024 · 15 min read
Let's build the next healthcare system.
I'm running a multi-site hospital equipment-tracking and analytics system in production, and I'm open to healthcare data, analytics, AI, and application engineering roles — remote, hybrid, or on-site. The best way in is a short conversation.
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