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Notes from the workshop

Practical writing on AI engineering, agent design, evals, and the boring-but-important parts of running production systems.

RAG vs. fine-tuning: how to actually choose

A practical decision guide for picking between Retrieval-Augmented Generation and fine-tuning, with real-world examples.

3 min readAIRAG

AI agents in legal workflows: what actually works

Hard-won lessons from shipping AI agents into legal teams. What to automate, what to leave alone, and how to stay defensible.

3 min readAI agentsLegal

The real cost of building an in-house LLM stack

What it actually costs to run production LLMs in 2026, well beyond the per token sticker price. Inference, evaluations, observability, the whole picture.

3 min readAI infrastructureCost

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