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Blog
Writing about AI engineering, system design, and the learning process.
Mar 5, 2026→Jan 18, 2026→Dec 15, 2025→Nov 23, 2025→
From ML Models to AI Systems: What Actually Changes
There's a gap between building models and building AI systems that work in production. Here's what I've learned about what actually matters when you make that shift.
AI EngineeringMachine LearningProduction AILearning
Running LLMs Locally: A Practical Guide to On-Premises AI
Cloud APIs are convenient but they're not always the right answer. Here's everything I've learned about running large language models locally — hardware, tools, tradeoffs.
Local LLMsOn-Premises AIOllamaAI Engineering
Agentic AI: Why Autonomous Systems Are the Next Big Shift
Agents aren't just a trend — they represent a fundamental shift in how AI systems operate. Here's what I've learned building and studying autonomous AI systems.
Agentic AILLMsAutomationAI Engineering
Building a RAG Pipeline from Scratch: What I Learned
A practical walkthrough of building a Retrieval-Augmented Generation system — what worked, what didn't, and why RAG is one of the most useful patterns in production AI.
RAGAI EngineeringLangChainLLMs