Insights
Practical articles on AI training, cloud platforms, data engineering, and the skills teams need to build production systems.
Organize
At a glance
10 articles · 2024–2026
Topics
Jump to year
2 articles
Stop reading tutorials and start building. This project-first roadmap guides you through building custom RAG pipelines, fine-tuning open-source models, and deploying them to production.
Step-by-step tutorial to build a production-grade RAG pipeline using LangChain, OpenAI, and ChromaDB. Master semantic search and document ingestion.
4 articles
Regulation and board scrutiny caught up with AI adoption in 2025. A practical playbook for policies, evals, and human oversight in production.
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.
4 articles
As platform engineering matured, Kubernetes, GitOps, and internal developer platforms topped hiring reqs. A snapshot of what employers wanted going into 2025.
GitHub Copilot and AI-native editors reshaped how developers wrote code in 2024. What changed in reviews, testing, and junior onboarding?
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.