Insights — AI Trends, Agents, Automation & Adoption

What a production-grade AI agent actually looks like in 2026

Beyond the demo: tool-use, memory, evals, observability, and the org structure around it. A long-read on the architecture, organizational patterns, and evaluation practices that separate a demo from a deployed system.

AI Agents · Jun 12, 2026 · 9 min

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What a production-grade AI agent actually looks like in 2026

More from the team

The AI-native operating model is a re-org, not a tool rollout

From AI panic to AI pedagogy: a playbook for universities

AI on a nonprofit budget: five patterns that actually work

When to use RPA, when to use an agent, and when to use both

Stop benchmarking models. Start benchmarking your evals.

The quiet shift from chatbots to outcome-bots

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