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Practical articles on AI training, cloud platforms, data engineering, and the skills teams need to build production systems.
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6 articles · 2024–2026
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3 articles
SLMs and on-device inference matured in 2025. When teams chose Phi, Gemma, and Mistral Small over frontier APIs — and how they deployed at the edge.
MCP emerged as a common way to connect LLMs to data and tools. Why integrators cared and how it compared to ad-hoc function calling.
2025 shifted focus from single-shot prompts to multi-step agents. How planners, tools, and human-in-the-loop gates landed in production.
2 articles
Retrieval-Augmented Generation exploded in 2024. A step-by-step look at chunking, embedding models, and vector stores for production-minded beginners.
Parameter-efficient fine-tuning went mainstream in 2024. Here is how teams use LoRA and QLoRA to adapt open models without full retraining budgets.