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Perspectives on evaluation, observability, and shipping AI systems with confidence — from the team building Aegis.

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From the team

Engineering notes, product updates, and field lessons from the front lines of AI assurance.

EvaluationMetricsReliability

The Judge Is Part of the Metric: A Bias Analysis

We ran Aegis bias 640 times on one planted example, across nine models and multiple reasoning levels. Higher reasoning helped some judges and made others more lenient — and they still disagreed about nationality confidence.

Constanta GhituResearch · Sep 1, 2026 · 15 min read
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EvaluationReliability

Why evaluating your LLM or agent-based features matters

Measures LLM or agent performance to ensure reliable, safe, and production-ready behavior, while helping identify issues and guide improvements.

Malina MolnarResearch · Feb 27, 2026 · 13 min read
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