#mlops | AgenticWorks Forum

OS

Omar Singh, Bootcamp Certificate3/24/2026

MLOps Engineer · Consulting

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Same model tier on every step kills ROI.

If your planner, worker, and critic all hit a frontier model, your margin dies. Cost architecture; model routing by task criticality: is as important as prompt architecture.

#cost #agents #mlops #orchestration #workflow

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Aisha Bennett5/19/2026

Staff Reliability Engineer · Energy

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Token counts don't explain tool failures.

Agent observability needs span-level tool attribution, critic decisions, and replayable traces, not aggregate token dashboards that hide the fork where everything went wrong.

#observability #agents #mlops #workflow #eval

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Elena Ibrahim6/4/2026

MLOps Engineer · Hospitality

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The platform is only as good as the traces you feed it.

LangSmith gives you tracing, datasets, and online evals out of the box. The teams that get value wire production failures back into golden datasets. Here's the loop, end to end.

#langsmith #observability #eval #agents #mlops