Platforms and Open Ecosystems: How AI Companies Build Durable Moats
From product to platform: developer network effects, supply‑chain coordination, and governed openness.
Collaborative Diagnosis: A Closed Loop Across Imaging and Pathology
From assistance to collaboration: multimodal fusion of imaging–pathology–clinical data and workflow redesign.
AI Infrastructure at a Turning Point: GPUs, NPUs, and Near‑Memory Compute
Key hardware and system trade‑offs: general‑purpose GPUs, specialized NPUs/ASICs, near‑memory, and distributed orchestration.
Personalized Learning and Assessment Reform: Five Ways AI Transforms the Classroom
A systemic redesign from teaching to assessment: diagnostic evaluation, dynamic content, and orchestrated learning paths.
From Scripts to Systems: A Practical Architecture for AI Agents
A field guide to building system-level agents: perception, memory, planning, tools, execution, and evaluation.