Blog

Field notes from applied AI

Deep dives, playbooks and career guides from AI CATS mentors and alumni.

Beyond RAG: production patterns for retrieval-augmented agents

A field guide for teams shipping RAG in 2026 — evaluation, hybrid search, tool-use and cost control.

A practical roadmap for engineers, students and career switchers.

You don't need Kubeflow to ship ML. Here's what actually works for teams of 2–10.

Golden sets, traces and regression suites for agent workflows.

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