Alibaba's four takeaways on AI Native R&D from its handbook

Alibaba's official handbook on AI Native R&D identifies four open challenges: infrastructure engineering complexity, enterprise knowledge assets not yet agent-friendly, organizational design, and the pace of AI iteration.

The post's author argues that Agent Infra must suit non-deterministic agent operation and that enterprise knowledge needs top-down structuring and governance.

The author also notes that organizational resistance in large companies makes AI adoption harder than in startups.