Voices.

Essays, perspectives, and research notes on how AI reshapes organizations, work, and creativity.
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All voices6 published pieces · Chinese and English

When every employee begins managing agents, organizations need to rethink judgment, accountability, and coordination.

Performance systems built for yesterday's workflows can quietly preserve the status quo.

Build for smarter models, organize differently, think globally, and pair speed with focus.

The first organizational effect of AI may be fewer coordination layers and a different role for managers.

Persistent AI agents with permissions and responsibilities raise a new organization-design question.

As AI absorbs data and analysis, financial-information businesses must own the user's workflow.

The next idea, delivered.