#chain of thought

'Ling 2.0 is a reasoning-first sparse MoE family from Ant Group that keeps per-token compute low with a 1/32 activation recipe while scaling from 16B to 1T parameters.'

A practical tutorial showing how to run a brain-inspired hierarchical reasoning agent locally with a free Hugging Face model, using planning, code-based solvers, critique, and synthesis.