New Year, Same Foundation: Why I Don't Do Resolutions
Why I stopped making New Year's resolutions, what I'm building on in 2026, and the four questions I'll use to judge the year as a father and practitioner.
Thoughts on data engineering, cloud architecture, and technology. 2205 articles and counting.
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Why I stopped making New Year's resolutions, what I'm building on in 2026, and the four questions I'll use to judge the year as a father and practitioner.
Consider your current level and career direction: Break annual goals into quarters: The best technical goals are: 1. Connected to your career Not just…
Technical debt compounds like financial debt. Regular audits and systematic paydown keep your codebase healthy and your team productive.
Good API design is timeless. These patterns work because they prioritize developer experience and operational reliability.
IaC is a skill that compounds. These practices become second nature and save countless hours of debugging and recovery.
This pattern works for any documentation. The key is good chunking, quality embeddings, and a well-crafted system prompt that keeps the bot focused on your…
Transformers solve a key problem: how do you process sequences while understanding relationships between all elements, not just adjacent ones?
Merry Christmas! Today, as we celebrate with family and friends, I want to share some thoughts on why we do what we do as technologists.
A fun project that combines cloud, IoT, and holiday spirit. Merry Christmas Eve!
Looking for last-minute gifts for the developers in your life? Here are the tools and subscriptions that genuinely improved my productivity in 2025.
Real-time dashboards are now straightforward with Azure SignalR. The serverless model means you only pay for messages, making it cost-effective for most…
On the longest night of the year, let's reflect on code improvements. Here are the refactoring patterns that delivered the biggest impact in my projects…
This foundation can be extended with calendar integration, email access, and more plugins. Perfect for a holiday coding project!
Start the new year with optimized cloud spend. These changes compound over time into significant savings.
Zero-trust isn't optional for AI workloads handling sensitive data. Implement these patterns from day one to avoid costly retrofitting.
The data engineering profession evolved dramatically in 2025. As the year ends, here's my retrospective on the skills, tools, and mindsets that defined…
Reliable messaging is the backbone of microservices architecture. Azure Service Bus provides enterprise-grade messaging, but using it effectively requires…
Fine-tuning is powerful but expensive. Validate the ROI before investing in training infrastructure.
Choose Container Apps when: You want managed infrastructure Your team lacks Kubernetes expertise You have event driven or HTTP workloads You need rapid time…
Observability is essential for AI applications. Without it, you're flying blind on costs, performance, and quality. Implement these patterns early and…
AI coding assistants transformed developer productivity in 2025. After extensively using all three major tools, here's my detailed comparison to help you…
Event-driven architecture requires careful design but delivers superior scalability and resilience for distributed systems.
AI security is not optional. Implement these measures before going to production, and review them quarterly as threats evolve.
Choosing the right vector database is crucial for RAG applications. After implementing production systems with all three major options in 2025, here's my…