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AIMar 18, 20269 min read

Agents that do real work, not demos

PNPriya NairAI Lead

Agents have crossed the line from party trick to production tool — but only when they're built with the same rigor as any other system.

Give them real tools. An agent is only as capable as the actions it can take. Well-typed, well-described tools with clear boundaries are what turn a chatbot into a coworker.

Constrain the blast radius. Guardrails, approvals for high-stakes actions, and least-privilege access mean autonomy never becomes recklessness.

Evaluate relentlessly. Agents fail in subtle, compounding ways. Trajectory evals and human review on a sample keep quality honest as the agent evolves.

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