Lessons

The Machine Learning Lessons I’ve Learned Last Month

because the years before: fireworks across the globe. People greeted the brand new 12 months with latest resolutions and latest goals. Someone, somewhere, surely said: “2026 goes to be THE 12 months.” Then January...

Lessons Learned from Upgrading to LangChain 1.0 in Production

first stable v1.0 release in late October 2025. After spending the past two months working with their latest APIs, I genuinely feel that is essentially the most coherent and thoughtfully designed version of...

Lessons Learned After 8 Years of Machine Learning

a decade old now. Back then, OpenAI felt like one (well-baked) startup amongst others. DeepMind was already around, but not yet fully integrated into Google. And, back then, the “triad of deep learning” —...

Six Lessons Learned Constructing RAG Systems in Production

couple of years, RAG has became a type of credibility signal within the AI field. If an organization desires to look serious to investors, clients, and even its own leadership, it’s now expected...

Ten Lessons of Constructing LLM Applications for Engineers

across industries. Traditional engineering domains are not any exception. Previously two years, I’ve been constructing LLM-powered tools with engineering domain experts. Those are process engineers, reliability engineers, cybersecurity analysts, etc., who spend most of...

The Machine Learning Lessons I’ve Learned This Month

in machine learning are the identical. Coding, waiting for results, interpreting them, returning back to coding. Plus, some intermediate presentations of 1’s progress. But, things mostly being the identical doesn't mean that there’s nothing...

The MCP Security Survival Guide: Best Practices, Pitfalls, and Real-World Lessons

my stuff, then you realize that not too way back, I wrote a chunk concerning the Model Context Protocol (MCP)—explaining what it's, how it really works, and even walking you thru constructing your...

How I Wonderful-Tuned Granite-Vision 2B to Beat a 90B Model — Insights and Lessons Learned

or vision-language models is a strong technique that unlocks their potential on specialized tasks. Nevertheless, despite their effectiveness, these approaches are sometimes out of reach for a lot of users as a result...

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