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← Research

Evaluation · Research direction

Evaluation & Reliability

Methods for measuring whether model-powered features are correct, stable, safe enough and useful under real operating conditions.

Research direction · Work in progress. Datanito publishes claims as results only when the evidence supports them.

01

Which evaluations predict production quality rather than benchmark familiarity?

02

How do we detect regressions in long, tool-connected tasks?

03

How should uncertainty be surfaced when a system is about to take an action?

Our direction combines scenario-based evaluations, adversarial cases, regression suites, human review and product telemetry with explicit release gates.