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Beyond Scalars: The Remoroo Metric-Vector Architecture

RT
Adham

The Scalar Problem

Traditional AI experimentation often collapses complex goals into a single scalar reward. In high-stakes research, this leads to 'blind spots' where one metric improves while others regress unseen.

The Solution: MetricVectors

Remoroo operates on a MetricVector—a multi-dimensional representation of progress. We track Satisfied states, Slack (distance to threshold), and Confidence simultaneously.

Lexicographic Utility

By using priority-aware UtilityTuples, our engine makes decisions that respect hierarchy: it won't optimize for latency until the primary accuracy threshold is secured.

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