Collaborative Diagnosis: A Closed Loop Across Imaging and Pathology
From assistance to collaboration: multimodal fusion of imaging–pathology–clinical data and workflow redesign.
From assistance to collaboration: multimodal fusion of imaging–pathology–clinical data and workflow redesign.
Key hardware and system trade‑offs: general‑purpose GPUs, specialized NPUs/ASICs, near‑memory, and distributed orchestration.
A systemic redesign from teaching to assessment: diagnostic evaluation, dynamic content, and orchestrated learning paths.
A field guide to building system-level agents: perception, memory, planning, tools, execution, and evaluation.
In-depth analysis of Google Research's latest PH-LLM (Physiological Health Large Language Model), exploring its practical applications in Fitbit, technical architecture, and revolutionary impact on personal health management.