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Shipping AI Agents to Production

· One min read
Ashis Kumar Baral
Platform & AI Engineer

Production AI agents need more than a clever prompt — they need evals, guardrails, and observability on cloud platforms, aligned with deployment automation practices.

Start with evals

Define golden tasks before tuning prompts. Regression-test tool routing and citation quality on every release — the same discipline as open-source contributions.

Operate like any service

Set SLOs on latency and error rate. Route models by cost and capability. Never log secrets or raw PII in traces.

await agent.run({ input, maxSteps: 8, timeoutMs: 30_000 });

Pair agent APIs with SEO and web design docs so integrators find your guides quickly.