The tests and evidence that separate a stronger model from a better-looking score.
Benchmarks · Reliability · Cost & performance
5 articles
EvaluationsTheir contracting-workflow test shows why a better average score is not the same as a workflow a company can switch on. Mandatory rules need their own acceptance test.
EvaluationsGDP.xlsx tests whether models find the evidence across a workbook before calculating. A missing sheet can matter more than another improvement in arithmetic.
EvaluationsIts bounded comparison favors AI on structured tasks. The next question is whether that advantage survives ordinary workplace context, review and exceptions.
EvaluationsArtificial Analysis and Harvey now gate headline credit on grounded answers. That separates two problems model teams must solve: missing requirements and unsupported claims.
EvaluationsLegacy-Bench exposes a gap between an agent saying it is done and a repair passing independent checks. Preserved outputs and edge cases can matter as much as a stronger coding model.
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