Atlas

Benchmarks

← All benchmarks

ABC-Bench liquid handling (SecureBio)

Science

The liquid-handling-robot task of SecureBio's Agentic Biosecurity Capabilities Benchmark: write a script that performs a DNA assembly on a simulated OpenTrons robot, scored by algorithmic checks over 10 runs. SecureBio doesn't state how refusals enter accuracy. Refusals reach 30.0% here, and on other tests of the dashboard printed accuracy exceeds what counting refusals as wrong allows, so accuracy appears to cover answered questions only and each model's denominator differs. These scores aren't comparable with other runs of the test, which is why this is a diagnostic.

Benchmark source: Securebio

Top models (higher is better)

ModelScoreSource
Opus 4.8100.0SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3.1 Pro Preview100.0SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.5 Pro100.0SecureBio Biology Benchmark Dashboard · SecureBio
DeepSeek-V4-Pro99.3SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K399.3SecureBio Biology Benchmark Dashboard · SecureBio
Beam 1.0 501B A23B96.7SecureBio Biology Benchmark Dashboard · SecureBio
Opus 493.3SecureBio Biology Benchmark Dashboard · SecureBio
Inkling92.0SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K2.573.3SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.472.6SecureBio Biology Benchmark Dashboard · SecureBio
Gemini 3 Pro Preview70.0SecureBio Biology Benchmark Dashboard · SecureBio
Opus 4.568.0SecureBio Biology Benchmark Dashboard · SecureBio
Qwen3.5 397B A17B57.3SecureBio Biology Benchmark Dashboard · SecureBio
Kimi K2.655.3SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 451.3SecureBio Biology Benchmark Dashboard · SecureBio
Nemotron 3 Super 120B A12B47.7SecureBio Biology Benchmark Dashboard · SecureBio
Sonnet 4.56.3SecureBio Biology Benchmark Dashboard · SecureBio
GPT-5.15.7SecureBio Biology Benchmark Dashboard · SecureBio
Nemotron 3 Nano 30B A3B0.0SecureBio Biology Benchmark Dashboard · SecureBio
Loading Atlas data…