Abner Shang

The scarce skill in human and agent collaboration is not managing either side, but structuring ongoing work in a living repository so clearly that either can continue it mid-stride.

The durable firm asset is not the model or the harness. It is the hill-climbing loop that turns a rented generalist into a company veteran you can keep.

As models improve, a growing share of enterprise value may move to the systems that let agents act safely, observably, and repeatably in real environments.

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

Eval and observability are moving into the agent runtime. That gives enterprises clearer accountability, but it can also weaken the independent evidence...