machine learning

AWS vs. Azure: A Deep Dive into Model Training – Part 2

In Part 1 of this series, how Azure and AWS take fundamentally different approaches to machine learning project management and data storage. Azure ML uses a workspace-centric structure with user-level role-based access control (RBAC),...

Constructing Systems That Survive Real Life

You hold a Master’s in Physics and Astrophysics. How does your background play into your work in data science and AI engineering?  Physics taught me two things that I lean on on a regular basis:...

Silicon Darwinism: Why Scarcity Is the Source of True Intelligence

right into a curious era of artificial intelligence where size is wrongly equated with intelligence. The models get larger and bigger to billions of parameters, the information centers grow to be industrial in...

Apply Agentic Coding to Solve Problems

has turn out to be the one only approach for me to resolve problems. Most problems I encounter at work might be solved effectively by utilizing agents. That is in contrast to manually...

Why Your Multi-Agent System is Failing: Escaping the 17x Error Trap of the “Bag of Agents”

landed on arXiv just before Christmas 2025, very much an early present from the team at Google DeepMind, with the title “Towards a Science of Scaling Agent Systems.” I discovered this paper to be a...

Optimizing Vector Search: Why You Should Flatten Structured Data 

structured data right into a RAG system, engineers often default to embedding raw JSON right into a vector database. The fact, nonetheless, is that this intuitive approach results in dramatically poor performance. Modern...

I Ditched My Mouse: How I Control My Computer With Hand Gestures (In 60 Lines of Python)

of autonomous vehicles and AI language models, yet the predominant physical interface through which we connect with machines has remained unchanged for 50 years. Astonishingly, we're still using the pc mouse, a tool...

Federated Learning, Part 2: Implementation with the Flower Framework 🌼

within the federated learning series I'm doing, and should you just landed here, I might recommend going through the primary part where we discussed how federated learning works at a high level. For...

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