Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Agent That Can Stop Is the Agent You Can Trust

For higher-risk agent workflows, pause-resume execution changes the trust model: agents can preserve state, request human approval at the risky step, then...

The Agent That Can Stop Is the Agent You Can Trust

State AI Rules Are Becoming a Compliance Problem Before Federal Law Arrives

The Coding Agent Boom Still Needs a Steering Wheel

The GPU Cycles You Already Paid For Are Training Your Next Model

Shadow A2A: Why Local Agents Can Look Like an Intrusion