it contains 418 real-world tasks across 6 domains and 3 difficulty levels to evaluate capability synergy, featuring over 2,000 stepwise checkpoints that average 10+ person-hours of manual annotation per task.
大多数人认为AI评估可以通过相对简单的自动化流程完成。然而，作者提出的评估基准需要每个任务超过10小时的人工标注和2000多个检查点，这暗示了真正评估AI代理能力的复杂性和成本远超行业普遍认知。这一观点挑战了AI评估领域的效率优先思维，强调了高质量评估需要大量人工投入的现实。
St Columba Columba (521-597), known as Colm Cille in Ireland, went to the west coast of Scotland and to the island of Iona to do penance and escape from the blood spilled in his family battles at home in Ireland.
for - from - AnMaonaigh - annotation - Christian Monastic Communities - from article - Why Human (Contributive) Labor remains the creative principle of human society - Michel Bauwens - Substack - https://hyp.is/iITCrH2hEe-nIc9iOR4VeQ/4thgenerationcivilization.substack.com/p/why-human-contributive-labor-remains
for - Hanseatic cities - from - annotation - Why Human (Contributive) Labor remains the creative principle of human society - Michel Bauwens - Substack article
from - annotation - WHy Human (Contributive) Labor remains the creative principle of human society - Michel Bauwens - Substack article - https://hyp.is/Pcejdn2fEe-ppu9TjwiF_g/4thgenerationcivilization.substack.com/p/why-human-contributive-labor-remains
from - annotation of - Why Human (Contributive) Labor remains the creative principle of human society - Michel Bauwens - Substack article - https://hyp.is/v5Qe2H2gEe-v1O_KRz3jSQ/4thgenerationcivilization.substack.com/p/why-human-contributive-labor-remains