NeoCognition: Fable 5.1 and GPT-6 Astra learn a knowledge job end-to-end, beating humans

ysu_nlp · x · 2026-09-11

NeoCognition founder ysunlp unveiled ApprenticeBench, showing Fable 5.1 and GPT-6 Astra can continually learn a knowledge job end-to-end and surpass human professionals — a 'step change in AI's job readiness'. The recipe: computer-use agents operating the same GUI software as humans, continual learning via memory notes, and long-horizon behavior with no forward-deployed engineers. He argues human-like operation is the path of least resistance for AI adoption across industries.

Related event: NeoCognition Releases ApprenticeBench, First Job-Level Continual Learning Benchmark(8 posts)→

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