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Blueprints for modern data & AI platforms

Diagram-first deep dives on designing data platforms, building reliable pipelines and shipping AI systems to production.

New The Semantic Layer Generator: When Agentic AI Meets Data Architecture

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AI Engineering 3 min read

Anatomy of a Production RAG System

Retrieval-augmented generation is easy to demo and hard to run. A walkthrough of the offline indexing path, the online query path and the evaluation loop that ties them together.

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Three pillars of the modern data & AI stack

Data Architecture

Lakehouses, warehouses, data mesh, modelling and the design decisions behind modern data platforms.

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Data Engineering

Pipelines, streaming, orchestration, data quality and the craft of moving data reliably at scale.

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AI Engineering

LLM applications, RAG, agents, evaluation and MLOps — putting AI systems into production.

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