Benchmark Almanac

Meta BioProtocol Proxy

Only in system cards

Models answer 400 questions on sequence prediction, correction and missing steps in 60 expert protocols for 15 low-risk proxy agents.

In-house Meta evaluation. The tasks are not public.

Released
October 2025
Kind
Lab protocols
Level
Expert
Scored
Checked automatically
Answers
Multiple choice
Tasks
Kept private
Last in a system card
October 2025
Last model added
October 2025
1
Model scored in lab cards
1
System card reports it, from 1 lab

Code World Model (CWM) leads with 43.6%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

  1. 1 Code World Model (CWM) 43.6%

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 Code World Model (CWM) 43.6% Oct 2025 Lab model card

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card
0% 20% 40% 60% 80% 100% Near the ceiling (85%) Code World Model (CWM) 0% 20% 40% 60% 80% 100% Near the ceiling (85%) Code World Model (CWM)

Source: Labs’ model cards

Labs report it only in system cards

We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark. Some system cards do, below.

One system card reports it

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
Oct 8, 2025 Code World Model (CWM) technical report 43.6 Meta BioProtocol Proxy accuracy (Table 12) Bio and chem risk

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