Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Stop Using Claude as a Search Engine

Claude burns expensive input tokens when you use it for full-text search. Put the corpus in NotebookLM, send Claude only retrieved answers with citations...

Stop Using Claude as a Search Engine

NVIDIA Is Arming Its Own Customers

Your AI Team Should Be a Shadow Company

Security Is Becoming an Agent Capability, Not a Wrapper

Enterprise AI Optimizes for the Median, and That's the Trap