X-Scientist harness adds +7.4 points over Codex on DrugDiscoveryBench with the same model

BoWang87 · x · 2026-10-22

Evaluated without domain-specific tools on two public benchmarks, Xaira's X-Scientist harness consistently beat comparison harnesses at equal model and reasoning effort. On DrugDiscoveryBench, with Astra it scored 72.8 (+7.4 points over Codex, +4.1 over mini-SWE-agent); with Sonnet it beat Claude Code by 13.4 points. On Terminal-Bench-Science's life sciences subset, it led Codex by 7.1 points at max effort. Cross-model, X-Scientist+Sonnet hit 58.1%, 4.4 points above Claude Code+Opus. Evaluations used best-of-three generation and verification — system-level comparisons.

Related event: Xaira Launches X-Scientist, an AI Drug Discovery Agent Nearly 10x Faster Than Human Target Nomination(6 posts)→

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