Engineering Leader with over 14 years of experience transitioning from a front-end engineer to a leadership role. Expertise in developing innovative front-end solutions, leading full-stack teams, and
Really like the focus on structured evaluation outputs instead of relying on ad hoc prompt testing. JSON-based trace reports and metric breakdowns make agent behavior much easier to inspect and compare over time. One thing Iād love to see layered on top is execution replay tied to evaluation failures so engineers can move directly from a failed eval into the underlying trace. That feedback loop becomes incredibly valuable in production systems.
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Really like the focus on structured evaluation outputs instead of relying on ad hoc prompt testing. JSON-based trace reports and metric breakdowns make agent behavior much easier to inspect and compare over time. One thing Iād love to see layered on top is execution replay tied to evaluation failures so engineers can move directly from a failed eval into the underlying trace. That feedback loop becomes incredibly valuable in production systems.