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For the tested model and tasks, loading full profession profiles by default does not improve accuracy and costs considerably more; whether selective retrieval of profile sections or open-ended scientific tasks would change this remains to be tested.
On twenty interdisciplinary research prompts, scored under a rubric fixed in advance, K-Dense BYOK led two managed platforms on both scientific quality and research execution.
Scientific Agent Skills, an open library of 163 such procedures in 16 areas of practice, including genomics, cheminformatics, medical imaging, study design and scientific communication, is presented.
The evidence supports mimeo as a compact, inspectable reference on a person, not as a demonstrated transfer of their judgment; the evidence supports mimeo as a compact, inspectable reference on a person.
K-Bench 01, an evaluation built from first-turn requests sampled from live user traffic on K-Dense Web and run end to end by nine frontier models in identical sandboxes, yielding 1,602 completed agent runs is reported, arguing that the informative quantity for scientific agents is not a leaderboard position but the joi...
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