Putting It All Together: Lessons from Building a LangGraph AgentThis final part covers main.py — the CLI entry point that ties everything together followed by a real end-to-end session trace, and then three production-readiness topics that this project raises but May 5, 2026·7 min read
Moving Data in Production: The Three Architectures Every ML Engineer Must KnowSep 23, 2025·4 min read
The Data Behind Machine Learning Systems: Where It Comes From and Why It MattersWhen machine learning comes up in conversation, the focus almost always turns to models: the algorithms, the architectures, the breakthroughs. But models don’t learn in a vacuum. Their intelligence depends entirely on the data they’re trained on. In ...Sep 18, 2025·4 min read
How Interfaces Make or Break Your ML SystemIn the first article of this series, we looked at why the machine learning algorithm itself is only about 10% of the solution, and why a production-ready ML system is really about the bigger ecosystem that surrounds it. (find link to it here: https:/...Sep 1, 2025·4 min read
Why Your ML Algorithm Is Only 10% of the SolutionWhen we talk about machine learning, it's easy to get fixated on the algorithms. We think of neural networks, logistic regression, or XGBoost. But the truth is, the algorithm is just a small piece of a much larger, more complex puzzle. A production-r...Aug 25, 2025·4 min read
Understanding LLM Evaluation: Ensuring Quality and Reliability in AI SystemsPart 1 of the "Building Trustworthy AI" Series Introduction Large Language Models (LLMs) are transforming industries, powering applications like support chatbots, content generation tools, and advanced data querying systems using Retrieval Augmented ...Mar 21, 2025·3 min read
Scaling APIs: Key Strategies for Growth and ReliabilityAPIs (Application Programming Interfaces) are the backbone of modern software ecosystems. They enable seamless communication between applications, powering everything from mobile apps to enterprise systems. However, as the demand for APIs grows, so d...Feb 8, 2025·5 min read
API Security: Best Practices and Key Considerations for Protecting Your Web ApplicationsIn today’s interconnected digital landscape, APIs (Application Programming Interfaces) serve as the backbone of modern web applications, enabling seamless communication between systems and services. However, their widespread adoption also makes them ...Jan 31, 2025·5 min read
